{
  "schemaVersion": "deck-intelligence.v1",
  "id": "019dd923-5e88-73ef-bd5d-47815abb602b",
  "slug": "485b1e996a637b43",
  "title": "2025 AI Agents and the Model Context Protocol",
  "subtitle": "BCG",
  "author": "BCG",
  "pageCount": 37,
  "kind": "consulting-deck",
  "orientation": "landscape",
  "aspectRatio": 1.778,
  "document": {
    "id": "019dd923-5e88-73ef-bd5d-47815abb602b",
    "slug": "485b1e996a637b43",
    "title": "2025 AI Agents and the Model Context Protocol",
    "rawTitle": "2025 AI Agents and the Model Context Protocol",
    "authorId": "BCG",
    "authorName": "BCG",
    "authorDisplay": "BCG",
    "kind": {
      "slug": "consulting-deck",
      "label": "Consulting deck"
    },
    "sourceType": {
      "slug": "strategy_consulting",
      "label": "Strategy consulting"
    },
    "fileName": "2025-AI-Agents-and-the-Model-Context-Protocol.pdf",
    "sourceUrl": null,
    "sourceDate": "2025-04-01 00:00:00",
    "presentationDate": null,
    "ingestedAt": "2026-04-25 11:55:49+00",
    "status": "ready",
    "pageCount": 37,
    "orientation": "landscape",
    "aspectRatio": 1.778,
    "targetCompany": null,
    "targetTicker": null,
    "metadata": {
      "local_root": "/tmp/legacy-images/485b1e996a637b43",
      "origin_corpus": "consulting"
    }
  },
  "coverage": {
    "pageCount": 37,
    "pagesIndexed": 37,
    "pagesWithImages": 37,
    "pagesWithMetadata": 37,
    "imageCoveragePct": 100,
    "metadataCoveragePct": 100,
    "componentCount": 191,
    "chartCount": 4,
    "metricSlides": 0,
    "toolMatches": 93,
    "documentToolMatches": 0,
    "frameworkMatches": 20,
    "arcMatches": 2,
    "beatMatches": 8,
    "loopMatches": 9,
    "patternMatches": 0,
    "storymakersMatch": true,
    "scoreAvailable": true,
    "reviewAvailable": true,
    "activistThesisAvailable": false,
    "pitchdeckMetadataAvailable": false,
    "pitchdeckProfileAvailable": false
  },
  "blocks": [],
  "matches": {
    "arcs": [
      {
        "arc": {
          "name": "The Consultant's Gambit",
          "slug": "consultants-gambit",
          "status": "active",
          "bestFor": "Business cases, project proposals, strategic recommendations",
          "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
          "version": 1,
          "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
          "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
          "description": null,
          "familyLabel": null,
          "categoryName": "Strategy & Business",
          "categorySlug": "strategy-business"
        },
        "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
        "evidence": "Deck moves from agent-evolution context (pp2-9) -> PMF/reliability problem (pp10-17) -> MCP solution (pp18-23) -> architecture proof + risks (pp24-26) -> 5 enterprise recommendations (p27).",
        "isPrimary": true,
        "confidence": 82,
        "extraction": {
          "at": "2026-04-29 13:07:28.977035+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "arc": {
          "name": "The Triple Take",
          "slug": "triple-take",
          "status": "active",
          "bestFor": "Data-driven presentations, research findings",
          "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
          "version": 1,
          "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
          "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
          "description": null,
          "familyLabel": null,
          "categoryName": "Analysis & Information",
          "categorySlug": "analysis-information"
        },
        "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
        "evidence": "Macro split: facts about agents (pp4-12), implications via measurement (pp13-17), action via MCP (pp18-27).",
        "isPrimary": false,
        "confidence": 55,
        "extraction": {
          "at": "2026-04-29 13:07:28.977035+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      }
    ],
    "beats": [
      {
        "to": 9,
        "arc": {
          "name": "The Consultant's Gambit",
          "slug": "consultants-gambit",
          "status": "active",
          "bestFor": "Business cases, project proposals, strategic recommendations",
          "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
          "version": 1,
          "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
          "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
          "description": null,
          "familyLabel": null,
          "categoryName": "Strategy & Business",
          "categorySlug": "strategy-business"
        },
        "from": 2,
        "name": "Situation & Context",
        "beatId": "019dd95a-0682-776c-8e39-eb31cb1a8081",
        "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
        "beatType": {
          "name": "Situation & Context",
          "slug": "consultants-gambit-situation-context",
          "status": "active",
          "canonId": "019dd9b8-05ae-741b-992d-65ee83c639b3",
          "version": 1,
          "description": null
        },
        "evidence": "Section 01 'Agent evolution' establishes maturing field and multi-agent direction",
        "position": 1,
        "isPrimaryArc": true,
        "parentBeatType": {
          "name": "Setup",
          "slug": "setup",
          "status": "active",
          "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
          "version": 1,
          "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
        },
        "alignedBlockIds": null,
        "matchConfidence": 82
      },
      {
        "to": 17,
        "arc": {
          "name": "The Consultant's Gambit",
          "slug": "consultants-gambit",
          "status": "active",
          "bestFor": "Business cases, project proposals, strategic recommendations",
          "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
          "version": 1,
          "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
          "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
          "description": null,
          "familyLabel": null,
          "categoryName": "Strategy & Business",
          "categorySlug": "strategy-business"
        },
        "from": 10,
        "name": "Problem & Complication",
        "beatId": "019dd95a-0682-776c-8e39-efdc0c3bfe92",
        "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
        "beatType": {
          "name": "Problem & Complication",
          "slug": "consultants-gambit-problem-complication",
          "status": "active",
          "canonId": "019dd9b8-064a-777f-a374-e9a8c43dedd4",
          "version": 1,
          "description": null
        },
        "evidence": "PMF reached only narrowly; 6-dim assessment exposes capability gaps",
        "position": 2,
        "isPrimaryArc": true,
        "parentBeatType": {
          "name": "Complication",
          "slug": "complication",
          "status": "active",
          "canonId": "019dd9b8-0275-7709-b2d6-4f77c3fc7579",
          "version": 1,
          "description": "The point in the narrative where the audience should feel discomfort. Required for argumentative arcs."
        },
        "alignedBlockIds": null,
        "matchConfidence": 82
      },
      {
        "to": 23,
        "arc": {
          "name": "The Consultant's Gambit",
          "slug": "consultants-gambit",
          "status": "active",
          "bestFor": "Business cases, project proposals, strategic recommendations",
          "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
          "version": 1,
          "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
          "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
          "description": null,
          "familyLabel": null,
          "categoryName": "Strategy & Business",
          "categorySlug": "strategy-business"
        },
        "from": 18,
        "name": "Solution & Approach",
        "beatId": "019dd95a-0682-776c-8e39-f35192ff20f5",
        "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
        "beatType": {
          "name": "Solution & Approach",
          "slug": "consultants-gambit-solution-approach",
          "status": "active",
          "canonId": "019dd9b8-071c-7161-9184-580fdac7a4f9",
          "version": 1,
          "description": null
        },
        "evidence": "Section 04 introduces MCP and how it slots into enterprise architecture",
        "position": 3,
        "isPrimaryArc": true,
        "parentBeatType": {
          "name": "Turn",
          "slug": "turn",
          "status": "active",
          "canonId": "019dd9b8-0396-702b-ac2f-9901f8dd8b54",
          "version": 1,
          "description": "The pivot — solution proposed, catalyst introduced, decision made. Common (15/20 arcs) but not universal: Triple-take, AIDA, PAS, Voyage-return and Pixar substitute it with a strong reflection or development beat."
        },
        "alignedBlockIds": null,
        "matchConfidence": 82
      },
      {
        "to": 26,
        "arc": {
          "name": "The Consultant's Gambit",
          "slug": "consultants-gambit",
          "status": "active",
          "bestFor": "Business cases, project proposals, strategic recommendations",
          "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
          "version": 1,
          "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
          "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
          "description": null,
          "familyLabel": null,
          "categoryName": "Strategy & Business",
          "categorySlug": "strategy-business"
        },
        "from": 24,
        "name": "Evidence & Proof",
        "beatId": "019dd95a-0682-776c-8e39-f422f49a28f7",
        "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
        "beatType": {
          "name": "Evidence & Proof",
          "slug": "consultants-gambit-evidence-proof",
          "status": "active",
          "canonId": "019dd9b8-07b1-7688-8e1e-7637fec3802a",
          "version": 1,
          "description": null
        },
        "evidence": "Security treatment, A2A coexistence, target-state platform diagram",
        "position": 4,
        "isPrimaryArc": true,
        "parentBeatType": {
          "name": "Evidence",
          "slug": "evidence",
          "status": "active",
          "canonId": "019dd9b8-03f9-772a-b84a-4f07b415b77a",
          "version": 1,
          "description": "A dedicated proof beat exists in only ~4 arcs (Gambit, Sequoia, AIDA, Monroes). Other arcs embed evidence inline within development."
        },
        "alignedBlockIds": null,
        "matchConfidence": 82
      },
      {
        "to": 29,
        "arc": {
          "name": "The Consultant's Gambit",
          "slug": "consultants-gambit",
          "status": "active",
          "bestFor": "Business cases, project proposals, strategic recommendations",
          "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
          "version": 1,
          "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
          "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
          "description": null,
          "familyLabel": null,
          "categoryName": "Strategy & Business",
          "categorySlug": "strategy-business"
        },
        "from": 27,
        "name": "Impact & Next Steps",
        "beatId": "019dd95a-0682-776c-8e39-f846edbd06d7",
        "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
        "beatType": {
          "name": "Impact & Next Steps",
          "slug": "consultants-gambit-impact-next-steps",
          "status": "active",
          "canonId": "019dd9b8-0849-7728-9ee9-fd1609c4c655",
          "version": 1,
          "description": null
        },
        "evidence": "Five numbered enterprise recommendations and team contact page",
        "position": 5,
        "isPrimaryArc": true,
        "parentBeatType": {
          "name": "Resolution",
          "slug": "resolution",
          "status": "active",
          "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
          "version": 1,
          "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
        },
        "alignedBlockIds": null,
        "matchConfidence": 82
      },
      {
        "to": 12,
        "arc": {
          "name": "The Triple Take",
          "slug": "triple-take",
          "status": "active",
          "bestFor": "Data-driven presentations, research findings",
          "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
          "version": 1,
          "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
          "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
          "description": null,
          "familyLabel": null,
          "categoryName": "Analysis & Information",
          "categorySlug": "analysis-information"
        },
        "from": 4,
        "name": "The Facts (What)",
        "beatId": "019dd95a-0682-776c-8e39-fe448dff941c",
        "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
        "beatType": {
          "name": "The Facts (What)",
          "slug": "triple-take-the-facts-what",
          "status": "active",
          "canonId": "019dd9b8-092b-754c-8eaa-ede3ffdcb060",
          "version": 1,
          "description": null
        },
        "evidence": "Sections 01-02 inventory agent evolution and PMF cases",
        "position": 1,
        "isPrimaryArc": false,
        "parentBeatType": {
          "name": "Setup",
          "slug": "setup",
          "status": "active",
          "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
          "version": 1,
          "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
        },
        "alignedBlockIds": null,
        "matchConfidence": 55
      },
      {
        "to": 17,
        "arc": {
          "name": "The Triple Take",
          "slug": "triple-take",
          "status": "active",
          "bestFor": "Data-driven presentations, research findings",
          "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
          "version": 1,
          "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
          "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
          "description": null,
          "familyLabel": null,
          "categoryName": "Analysis & Information",
          "categorySlug": "analysis-information"
        },
        "from": 13,
        "name": "The Implications (So What)",
        "beatId": "019dd95a-0682-776c-8e3a-022aa9a7736c",
        "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
        "beatType": {
          "name": "The Implications (So What)",
          "slug": "triple-take-the-implications-so-what",
          "status": "active",
          "canonId": "019dd9b8-09c7-75cd-8c7b-ae0e23cca2b8",
          "version": 1,
          "description": null
        },
        "evidence": "Section 03 reliability benchmarks and BCG capability framework",
        "position": 2,
        "isPrimaryArc": false,
        "parentBeatType": {
          "name": "Reflection",
          "slug": "reflection",
          "status": "active",
          "canonId": "019dd9b8-0510-73fd-8d00-1c7e45f7bc98",
          "version": 1,
          "description": "The \"so what\" beat. Used by analytical arcs (Triple-take, Onion) and learning arcs (Voyage-return, Tragedy)."
        },
        "alignedBlockIds": null,
        "matchConfidence": 55
      },
      {
        "to": 27,
        "arc": {
          "name": "The Triple Take",
          "slug": "triple-take",
          "status": "active",
          "bestFor": "Data-driven presentations, research findings",
          "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
          "version": 1,
          "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
          "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
          "description": null,
          "familyLabel": null,
          "categoryName": "Analysis & Information",
          "categorySlug": "analysis-information"
        },
        "from": 18,
        "name": "The Action (Now What)",
        "beatId": "019dd95a-0682-776c-8e3a-0662ddf93f56",
        "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
        "beatType": {
          "name": "The Action (Now What)",
          "slug": "triple-take-the-action-now-what",
          "status": "active",
          "canonId": "019dd9b8-0a5e-735a-bf53-3a1ba629b7aa",
          "version": 1,
          "description": null
        },
        "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
        "position": 3,
        "isPrimaryArc": false,
        "parentBeatType": {
          "name": "Resolution",
          "slug": "resolution",
          "status": "active",
          "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
          "version": 1,
          "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
        },
        "alignedBlockIds": null,
        "matchConfidence": 55
      }
    ],
    "loops": [
      {
        "to": 9,
        "from": 5,
        "loop": {
          "name": "36_maturity_curve",
          "slug": "36-maturity-curve",
          "status": "active",
          "bestFor": "Digital transformation, capability building, benchmarking",
          "canonId": "019dd956-748d-7329-ad3a-5c550b66e275",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "Current Maturity Level -> The Gap to Next Level -> Required Capabilities -> The Roadmap",
          "description": "Show where you are on a progression and what it takes to reach the next level",
          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019dd95a-088b-72c8-b7df-ef1b695c53c3",
        "evidence": "p5 five-stage horizontal progression with 'At scale / Still early / Very early' tags; pp6-9 unpack drivers and end-state",
        "position": 1,
        "objective": "Plot agent maturity from token predictors to multi-agent systems",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 12,
        "from": 11,
        "loop": {
          "name": "02_pattern_hunter",
          "slug": "02-pattern-hunter",
          "status": "active",
          "bestFor": "Time-pressed audiences, building consensus, when data is strong",
          "canonId": "019dd956-6695-771a-be2e-f1748ef041a4",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "Evidence A -> Evidence B -> Evidence C -> Pattern/Conclusion",
          "description": "Group multiple pieces of evidence that together point to a pattern or conclusion",
          "familyLabel": null,
          "categoryName": "Logical Reasoning",
          "categorySlug": "logical-reasoning"
        },
        "matchId": "019dd95a-088b-72c8-b7df-f39f00ba41ef",
        "evidence": "Cursor, Replit, Bolt, Lovable, V0, Windsurf revenue+user stats stack to a single PMF claim",
        "position": 2,
        "objective": "Aggregate vendor evidence into a PMF pattern",
        "confidence": 72,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 15,
        "from": 14,
        "loop": {
          "name": "03_aha_moment",
          "slug": "03-aha-moment",
          "status": "active",
          "bestFor": "Data-heavy sections, research findings, analytical arguments",
          "canonId": "019dd956-66f4-7668-ab25-cec9c996c0bc",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Problem/Question -> What the Data Shows -> The Insight",
          "description": "Establish a tension, present data, then deliver the insight that changes everything",
          "familyLabel": null,
          "categoryName": "Narrative",
          "categorySlug": "narrative"
        },
        "matchId": "019dd95a-088b-72c8-b7df-f64c44f43b3b",
        "evidence": "p14 sets up agent benchmarks; p15 reveals METR exponential with 'month-long projects' dark callout",
        "position": 3,
        "objective": "Reveal the 7-month doubling capability insight",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 17,
        "from": 16,
        "loop": {
          "name": "48_capability_gap",
          "slug": "48-capability-gap",
          "status": "active",
          "bestFor": "M&A strategy, digital transformation, organizational design",
          "canonId": "019dd956-7967-72d8-af8c-67c97d61c03b",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "Required Capabilities -> Current State -> The Gap -> Build vs Buy vs Partner Decision",
          "description": "Compare required capabilities vs. current capabilities to define the build/buy/partner decision",
          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019dd95a-088b-72c8-b7df-fbe911d5d520",
        "evidence": "p16 defines 6 dimensions; p17 plots Low/Med/High maturity per dimension with limitations and what-needs-to-happen",
        "position": 4,
        "objective": "Diagnose where agents fall short across 6 capabilities",
        "confidence": 78,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 21,
        "from": 19,
        "loop": {
          "name": "06_zoom_in",
          "slug": "06-zoom-in",
          "status": "active",
          "bestFor": "Technical deep-dives, case studies, detailed analysis",
          "canonId": "019dd956-6846-74db-82be-dff5b058b072",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Big Picture -> Key Area of Focus -> Specific Detail -> Implication",
          "description": "Start broad, then progressively focus on specific details that prove your point",
          "familyLabel": null,
          "categoryName": "Analysis",
          "categorySlug": "analysis"
        },
        "matchId": "019dd95a-088b-72c8-b7df-fc112746e8be",
        "evidence": "p19 protocol primitives, p20 unified flow, p21 overlays MCP onto 4 of 6 capability gaps",
        "position": 5,
        "objective": "Zoom from MCP overview into mechanics and gap-fit",
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 23,
        "from": 22,
        "loop": {
          "name": "15_why_now",
          "slug": "15-why-now",
          "status": "active",
          "bestFor": "Sales pitches, fundraising, requesting immediate budget approval",
          "canonId": "019dd956-6c00-70cd-bd42-6bacc4af726f",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Context (Trends) -> The Trigger Event -> The Window of Opportunity",
          "description": "Create temporal urgency by proving that the window of opportunity is opening or closing",
          "familyLabel": null,
          "categoryName": "Urgency",
          "categorySlug": "urgency"
        },
        "matchId": "019dd95a-088b-72c8-b7e0-0004a5637af7",
        "evidence": "p22 'de facto standard' momentum callout; p23 'how to think about MCP in your architecture'",
        "position": 6,
        "objective": "Justify why MCP adoption window is open now",
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 26,
        "from": 24,
        "loop": {
          "name": "19_pre_mortem",
          "slug": "19-pre-mortem",
          "status": "active",
          "bestFor": "Project kick-offs, risk management, building trust with skeptical stakeholders",
          "canonId": "019dd956-6d75-77bf-a142-91f53ba8df48",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Future Disaster (Hypothetical) -> What Went Wrong -> The Prevention Plan",
          "description": "Build trust by anticipating failure modes before they happen and solving them in advance",
          "familyLabel": null,
          "categoryName": "Risk Management",
          "categorySlug": "risk-management"
        },
        "matchId": "019dd95a-088b-72c8-b7e0-041d413f6f30",
        "evidence": "p24 security risks, p25 A2A protocol fragmentation warning, p26 future architecture mitigation",
        "position": 7,
        "objective": "Surface failure modes and target-state guardrails",
        "confidence": 62,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 27,
        "from": 27,
        "loop": {
          "name": "41_so_what_cascade",
          "slug": "41-so-what-cascade",
          "status": "active",
          "bestFor": "Data presentations, executive summaries, driving to recommendations",
          "canonId": "019dd956-769f-7208-afbc-f28985c6f4fb",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Data -> So What? (Insight 1) -> So What? (Insight 2) -> So What? (The Action)",
          "description": "Chain insights together, each answering 'so what?' until you reach the actionable conclusion",
          "familyLabel": null,
          "categoryName": "Consulting Framework",
          "categorySlug": "consulting-framework"
        },
        "matchId": "019dd95a-088b-72c8-b7e0-081a7cfc3d57",
        "evidence": "Numbered 1-5 actions: evals, MCP plan, orchestration platform, legal review, technical appendix",
        "position": 8,
        "objective": "Cascade analysis into 5 enterprise recommendations",
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 35,
        "from": 33,
        "loop": {
          "name": "20_paradox_resolver",
          "slug": "20-paradox-resolver",
          "status": "active",
          "bestFor": "Strategic pivots, innovation pitches, challenging conventional wisdom",
          "canonId": "019dd956-6e0a-749e-b9bd-5c42569a9af8",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Apparent Contradiction -> Why Both Seem True -> The Deeper Truth That Reconciles",
          "description": "Introduce a seeming contradiction that captures attention, then resolve it with a deeper truth",
          "familyLabel": null,
          "categoryName": "Logical Reasoning",
          "categorySlug": "logical-reasoning"
        },
        "matchId": "019dd95a-088b-72c8-b7e0-0f0030d8184b",
        "evidence": "p33 best-practices framing, p34 contrasts both extremes, p35 prescribes 'lean MCP servers' middle path",
        "position": 9,
        "objective": "Reconcile monolith vs microservice MCP extremes",
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      }
    ],
    "tools": [
      {
        "tool": {
          "name": "Miller's Law",
          "slug": "millers-law",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9552-72f9-b76a-78512cb25d46",
          "version": 1,
          "bodyDocId": null,
          "description": "Users can hold 7±2 items in working memory - structure content accordingly",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-3e9c54f8620c",
        "evidence": "Four-item agenda within working-memory limit",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 3,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Three Pillars",
          "slug": "three-pillars",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-81ef-7455-a365-b234d95a6bbb",
          "version": 1,
          "bodyDocId": null,
          "description": "Three major supporting arguments that are MECE and address key concerns",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-51b387074c0a",
        "evidence": "First page of Section 01 sets up the maturity narrative for the loop",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 50,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Three Pillars",
          "slug": "three-pillars",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-81ef-7455-a365-b234d95a6bbb",
          "version": 1,
          "bodyDocId": null,
          "description": "Three major supporting arguments that are MECE and address key concerns",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-6aa09fbd90d8",
        "evidence": "Three vertical columns: modalities / reasoning / open innovation",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 7,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Issue Tree",
          "slug": "issue-tree",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-82e3-775d-a2b6-318154564b53",
          "version": 1,
          "bodyDocId": null,
          "description": "Breaking down a problem into component parts systematically",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-bfc9a63213e3",
        "evidence": "MECE decomposition of 'agent capability' into 6 sub-categories",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 16,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Loss Aversion",
          "slug": "loss-aversion",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9761-738f-8fd4-558a63ea744a",
          "version": 1,
          "bodyDocId": null,
          "description": "Losses are felt 2x more strongly than equivalent gains - frame stakes as potential loss",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-371cc590ee26",
        "evidence": "Frames MCP integration through what could go wrong",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 24,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Problem-Agitate-Solve (PAS)",
          "slug": "problem-agitate-solve-pas",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-869f-7564-8d42-de54ed29ab90",
          "version": 1,
          "bodyDocId": null,
          "description": "Identify problem, agitate the pain, present the solution",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-32b27db0c6ae",
        "evidence": "Identifies risk, agitates with prescriptions (OAuth+RBAC, version pinning), prescribes posture",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 24,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Miller's Law",
          "slug": "millers-law",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9552-72f9-b76a-78512cb25d46",
          "version": 1,
          "bodyDocId": null,
          "description": "Users can hold 7±2 items in working memory - structure content accordingly",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-5923a1cc2c2b",
        "evidence": "Five takeaway chunks within working-memory bounds",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 27,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Occam's Razor",
          "slug": "occams-razor",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-95b0-7648-934a-a55a27fbd66d",
          "version": 1,
          "bodyDocId": null,
          "description": "Simple solutions are often better than complex ones - favor clarity over cleveness",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-963ea1744d77",
        "evidence": "Recommends the simplest viable shape ('lean') as the resolution",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 35,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Chunking",
          "slug": "chunking",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-abab-72ce-b64c-2924cc83cf39",
          "version": 1,
          "bodyDocId": null,
          "description": "Information grouped into chunks is remembered better - structure content in digestible units",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-3aaa06efaffe",
        "evidence": "Agenda chunks deck into 4 named sections",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 3,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Causal Chain",
          "slug": "causal-chain",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9e98-7269-907b-8cf727e9499d",
          "version": 1,
          "bodyDocId": null,
          "description": "Showing how one event leads to another in sequence",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-4f4d240403e5",
        "evidence": "Arrows between cards show each stage causes the next",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Aha! Moment",
          "slug": "aha-moment",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a5b5-7763-820e-b299c5f27a32",
          "version": 1,
          "bodyDocId": null,
          "description": "The moment when the audience realizes the value - design for insight revelation",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-9c592c5ac8f4",
        "evidence": "First page of the aha-moment loop sets up the question to be revealed",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 14,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Chunking",
          "slug": "chunking",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-abab-72ce-b64c-2924cc83cf39",
          "version": 1,
          "bodyDocId": null,
          "description": "Information grouped into chunks is remembered better - structure content in digestible units",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-b9168006286c",
        "evidence": "Six discrete capability buckets with parallel structure",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 16,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Callback",
          "slug": "callback",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a3a9-708f-b4a3-d3da2181c576",
          "version": 1,
          "bodyDocId": null,
          "description": "Referencing earlier content for payoff and cohesion",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-1150e6af6d7f",
        "evidence": "Reuses the exact 6-dimension framework introduced on p16",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 21,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Chunking",
          "slug": "chunking",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-abab-72ce-b64c-2924cc83cf39",
          "version": 1,
          "bodyDocId": null,
          "description": "Information grouped into chunks is remembered better - structure content in digestible units",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-56339f435b00",
        "evidence": "Five numbered enterprise recommendations",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 27,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Antithesis",
          "slug": "antithesis",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a1f8-7283-8cf4-8e2c4292cc4e",
          "version": 1,
          "bodyDocId": null,
          "description": "Juxtaposing contrasting ideas in parallel structure",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-8c238ec6e78b",
        "evidence": "Parallel descriptions juxtapose 'overloading the agent' vs 'undermining interoperability'",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 34,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Contrast Pairs",
          "slug": "contrast-pairs",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9b77-70d3-88b1-f34e26f60860",
          "version": 1,
          "bodyDocId": null,
          "description": "Creating tension through opposites: Before↔After, Problem↔Solution, Pain↔Relief",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-88f6c70bb9cb",
        "evidence": "Monolith vs Microservice paired diagrams set up the paradox",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 34,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-327890ef1c36",
        "evidence": "Title states the insight: 'MCP launched by Anthropic is growing in popularity'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 2,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Opening Hooks",
          "slug": "opening-hooks",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-aeb0-77d5-bfbd-9cd9a6be8186",
          "version": 1,
          "bodyDocId": null,
          "description": "Techniques to capture attention: Startling statistic, provocative question, short story, analogy, contrast",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-3520908d5c37",
        "evidence": "Opens with provocative claim about a new protocol going viral",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 2,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-40d568728b5e",
        "evidence": "Title 'moving beyond agentic if-statements towards autonomous agents' is the so-what",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Small Multiples",
          "slug": "small-multiples",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b32d-7586-b368-baa1dd388ed4",
          "version": 1,
          "bodyDocId": null,
          "description": "Repeating similar charts for comparison across categories or time",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-469b4f1e1e2a",
        "evidence": "Five repeating stage cards (Foundation Models, Trained to Chat, Tools, Plan+Reason, Communicate)",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Visual Hierarchy",
          "slug": "visual-hierarchy",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b2ca-706b-937f-e52441086fd7",
          "version": 1,
          "bodyDocId": null,
          "description": "Order of perception through Size > Color > Position > Weight > Space",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-4b3840ef2d7c",
        "evidence": "Stage labels, bold descriptors and 'Focus of this document' band drive eye through hierarchy",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-5522f2690936",
        "evidence": "Title 'Techniques, frameworks and proof-points are maturing rapidly' states the insight",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 6,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Small Multiples",
          "slug": "small-multiples",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b32d-7586-b368-baa1dd388ed4",
          "version": 1,
          "bodyDocId": null,
          "description": "Repeating similar charts for comparison across categories or time",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-58e5fb64acf0",
        "evidence": "Multi-column trend evidence layout",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 6,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-5d11060d92ce",
        "evidence": "Title '...the underlying models are getting better and better' is the so-what",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 7,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Concrete Language",
          "slug": "concrete-language",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
          "version": 1,
          "bodyDocId": null,
          "description": "Using specific sensory details instead of abstract terms",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-65b3ec2e89a2",
        "evidence": "Specific numbers: +81% on ARC-AGI, 5 of 10 reasoning models, 10x cost reduction",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 7,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Von Restorff Effect",
          "slug": "von-restorff-effect",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-beab-73d8-9f62-30d0332e926e",
          "version": 1,
          "bodyDocId": null,
          "description": "Items that stand out are noticed and remembered - make key points visually distinct",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-6156aa1bf9af",
        "evidence": "Dark pill stat tiles (+81%, 5 of 10, ~8-10, 10x) pop against pale background",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 7,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-6e6bfbca01d6",
        "evidence": "Title 'shift from predefined workflows to self-directed agents' states the conclusion",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 8,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-706ee748ab1c",
        "evidence": "Provocative title 'Are we headed for a multi-agent future?'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 9,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Metaphor & Analogy",
          "slug": "metaphor-analogy",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-adea-7729-bca1-70810d6238a9",
          "version": 1,
          "bodyDocId": null,
          "description": "Making abstract concepts concrete through familiar comparisons",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-7990ffddb8c0",
        "evidence": "Frames multi-agent system as a human-agent SCM team metaphor",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 55,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 9,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Picture Superiority Effect",
          "slug": "picture-superiority-effect",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-c201-7014-bb58-3e85e3e11dfd",
          "version": 1,
          "bodyDocId": null,
          "description": "Pictures remembered 6x better than words - prioritize visuals over text",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-747aa846cb24",
        "evidence": "Three-tier orchestrator/agent/data network diagram with iconography",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 9,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-7c13bda1d87d",
        "evidence": "Title 'Coding agents among the first to reach product-market-fit' states the insight",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 11,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Authority Bias",
          "slug": "authority-bias",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-c38d-70b9-a284-b2b479763356",
          "version": 1,
          "bodyDocId": null,
          "description": "Expert opinions are weighted more heavily - cite credible sources",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Architect",
          "Storyteller"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-821912db031f",
        "evidence": "Cursor/Replit/Bolt/Lovable/V0/Windsurf logos lend external credibility",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 11,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Concrete Language",
          "slug": "concrete-language",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
          "version": 1,
          "bodyDocId": null,
          "description": "Using specific sensory details instead of abstract terms",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-86f77d04fb6a",
        "evidence": "Specific stats: $100M ARR, 360,000 users, 100,000 weekly users",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 11,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Social Validation",
          "slug": "social-validation",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-ddaa-77f9-890c-a1cf082c5ccd",
          "version": 1,
          "bodyDocId": null,
          "description": "Showing others have done something, especially similar others",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-89efc6fc201e",
        "evidence": "Multiple paying-customer products listed as adoption proof",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 11,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-8db1e260e9b6",
        "evidence": "Title 'gaining significant value from agentic workflows' is the so-what",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 12,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Concrete Language",
          "slug": "concrete-language",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
          "version": 1,
          "bodyDocId": null,
          "description": "Using specific sensory details instead of abstract terms",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-93348e56548e",
        "evidence": "Headline density tag '90%' in inventory",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 12,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-94f7ace1e579",
        "evidence": "Title 'Benchmarks and studies are exploring agent reliability'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 14,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Authority Bias",
          "slug": "authority-bias",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-c38d-70b9-a284-b2b479763356",
          "version": 1,
          "bodyDocId": null,
          "description": "Expert opinions are weighted more heavily - cite credible sources",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Architect",
          "Storyteller"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-9bd241ae8cb9",
        "evidence": "References RE-Bench and frontier-AI evaluation literature",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 14,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "List presentation",
          "slug": "list-presentation",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd9e1-4ef7-777d-ba68-9074c2b3bcf1",
          "version": 1,
          "bodyDocId": null,
          "description": "Bulleted, numbered, or checklist enumerations.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "70bd8477-11bb-4581-8c2d-8148bdb5dba1",
        "evidence": "The slide contains a list/bullet points with text.",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.7,
        "extraction": {
          "at": "2026-07-16 21:58:18.267404+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 14,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": "common",
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-a2c496366854",
        "evidence": "Title quotes the insight verbatim: '1h of automation - doubling every 7 months'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 90,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 15,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Annotation",
          "slug": "annotation",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b5b9-7668-bf0e-3af99823ec5c",
          "version": 1,
          "bodyDocId": null,
          "description": "Adding explanatory labels to highlight key data points",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-a6b56edba770",
        "evidence": "Chart annotated with model labels GPT 2/3/3.5/4/4o, o1, Sonnet 3.7",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 15,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Concrete Language",
          "slug": "concrete-language",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
          "version": 1,
          "bodyDocId": null,
          "description": "Using specific sensory details instead of abstract terms",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-ad87b73c9e94",
        "evidence": "Numbers: 1h, 7 months, 6 years",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 15,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Von Restorff Effect",
          "slug": "von-restorff-effect",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-beab-73d8-9f62-30d0332e926e",
          "version": 1,
          "bodyDocId": null,
          "description": "Items that stand out are noticed and remembered - make key points visually distinct",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-ab8dd8d6ada6",
        "evidence": "Dark callout box on right ('month-long projects') breaks the pale layout",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 15,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-b119976b7d48",
        "evidence": "Title names the framework: 'BCG's Agent Assessment Framework'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 16,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Visual Hierarchy",
          "slug": "visual-hierarchy",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b2ca-706b-937f-e52441086fd7",
          "version": 1,
          "bodyDocId": null,
          "description": "Order of perception through Size > Color > Position > Weight > Space",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-b78ff99fdaee",
        "evidence": "Numbered black tiles 1-6 above bold dimension names above descriptions",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 16,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-c17ebf5d52f1",
        "evidence": "Title 'Constrained agents working today, but full autonomy on the horizon'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 17,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Data-Ink Ratio",
          "slug": "data-ink-ratio",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-afc8-70da-b378-92834d36fde6",
          "version": 1,
          "bodyDocId": null,
          "description": "Maximize data, minimize non-data ink - remove chartjunk and decoration",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-cc4b1f7cd56e",
        "evidence": "Clean three-row matrix without chartjunk",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 17,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Law of Similarity",
          "slug": "law-of-similarity",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-c025-70d9-a411-8efa41ae179b",
          "version": 1,
          "bodyDocId": null,
          "description": "Similar-looking elements perceived as related - consistent styling for related concepts",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-cb86aca7e43f",
        "evidence": "Consistent grid styling makes the six dimensions read as a unified comparison",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 17,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Maturity model",
          "slug": "maturity-model",
          "status": "active",
          "bestFor": null,
          "canonId": "019de52d-1923-75fc-9be0-131883ed3458",
          "version": 1,
          "bodyDocId": null,
          "description": null,
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "bb51bf1a-3129-4bd2-84cb-2f4add3982a1",
        "evidence": "The slide is a maturity model.",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-07-16 21:58:18.435412+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 17,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Small Multiples",
          "slug": "small-multiples",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b32d-7586-b368-baa1dd388ed4",
          "version": 1,
          "bodyDocId": null,
          "description": "Repeating similar charts for comparison across categories or time",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-c7134d5a461e",
        "evidence": "Six parallel columns each with maturity bar + limitations + needed evolution",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 17,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Section divider",
          "slug": "section-divider",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd9e1-4c66-707d-8d1f-6e14547134c7",
          "version": 1,
          "bodyDocId": null,
          "description": "A transitional slide marking the start of a new section.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "98d87ee0-8956-422f-a424-107324d838dd",
        "evidence": "The slide is a section divider.",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-07-16 21:58:18.50867+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 18,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": "common",
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-d0e09a2d765c",
        "evidence": "Title 'MCP exposes resources, tools and prompts to LLMs' states the architectural so-what",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 19,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Picture Superiority Effect",
          "slug": "picture-superiority-effect",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-c201-7014-bb58-3e85e3e11dfd",
          "version": 1,
          "bodyDocId": null,
          "description": "Pictures remembered 6x better than words - prioritize visuals over text",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-d71b483deabe",
        "evidence": "Layered MCP Clients/Servers/Systems diagram with vendor icons",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 19,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Visual Hierarchy",
          "slug": "visual-hierarchy",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b2ca-706b-937f-e52441086fd7",
          "version": 1,
          "bodyDocId": null,
          "description": "Order of perception through Size > Color > Position > Weight > Space",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-d87f8eb609f9",
        "evidence": "Three horizontal bands segment Clients/Servers/Systems",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 19,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-df05476ca576",
        "evidence": "Title 'MCP unlocks agentic workflows through one unified protocol'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 20,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1155-76cc-9e44-e1753cdefb15",
        "evidence": "Title 'MCP addresses 4 of the 6 capabilities seen as lacking'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:31.923761+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 21,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Color Strategy",
          "slug": "color-strategy",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b202-77cf-8a6e-f445b08c0fd3",
          "version": 1,
          "bodyDocId": null,
          "description": "Using color for emphasis, categories, sentiment, and hierarchy",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-0873723ce1d9",
        "evidence": "Columns 4 and 6 greyed out to mark capabilities MCP does not solve",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 21,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Contrast Principle",
          "slug": "contrast-principle",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-bf0f-73ae-b9df-e60508cdaa65",
          "version": 1,
          "bodyDocId": null,
          "description": "Higher visual weight draws attention - use contrast strategically for emphasis",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-0c224b3065ef",
        "evidence": "Active vs muted columns sharpen the 4-of-6 claim",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 21,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Table data",
          "slug": "table-data",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd9e1-4fab-7168-a82f-b847350a006d",
          "version": 1,
          "bodyDocId": null,
          "description": "Tabular layouts of structured data.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "a47a4e26-64f9-4601-a775-7291b5d1f520",
        "evidence": "The slide contains a table/data.",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.7,
        "extraction": {
          "at": "2026-07-16 21:58:18.658496+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 21,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": "common",
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-1420974c77c4",
        "evidence": "Title 'MCP has gained popularity in the AI community'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 22,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Bandwagon Effect",
          "slug": "bandwagon-effect",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-c742-724e-9623-54fd8878b87b",
          "version": 1,
          "bodyDocId": null,
          "description": "People adopt beliefs proportionally to how many others hold them - show momentum",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-1cc2bd98cb30",
        "evidence": "Frames adoption momentum as reason to participate",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 22,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Social Validation",
          "slug": "social-validation",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-ddaa-77f9-890c-a1cf082c5ccd",
          "version": 1,
          "bodyDocId": null,
          "description": "Showing others have done something, especially similar others",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-18b9faee4243",
        "evidence": "Callout: 'becoming the de facto standard'",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 22,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-2032bcdc2c79",
        "evidence": "Title 'How to think about MCP in the context of your architecture?'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 23,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Metaphor & Analogy",
          "slug": "metaphor-analogy",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-adea-7729-bca1-70810d6238a9",
          "version": 1,
          "bodyDocId": null,
          "description": "Making abstract concepts concrete through familiar comparisons",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-25b018409b4d",
        "evidence": "Frames MCP as a de-duplication layer in the stack",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 55,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 23,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-2a2f9f2a1fbf",
        "evidence": "Title states the rule: 'security must be foundational, not optional'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 24,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Emotional Appeal",
          "slug": "emotional-appeal",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-bde9-7668-8be7-0097678fec59",
          "version": 1,
          "bodyDocId": null,
          "description": "Connecting to audience feelings rather than just logic",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-2e78845bc2b7",
        "evidence": "Language 'untrusted', 'hijacks' invokes risk emotion",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 24,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-3a9efef48c10",
        "evidence": "Title 'Emerging agent-to-agent protocols ... will work alongside MCP'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 25,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Emotional Appeal",
          "slug": "emotional-appeal",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-bde9-7668-8be7-0097678fec59",
          "version": 1,
          "bodyDocId": null,
          "description": "Connecting to audience feelings rather than just logic",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-3d38672d475b",
        "evidence": "Callout 'Proceed with curiosity and caution'",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 25,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-40c73ff48606",
        "evidence": "Title 'Agent orchestration & MCP will be the beating heart of the modern AI company'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 26,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Deploy / Reshape / Invent (BCG)",
          "slug": "bcg-deploy-reshape-invent",
          "status": "active",
          "bestFor": null,
          "canonId": "019de52d-2044-72cc-b402-2511b4663d84",
          "version": 1,
          "bodyDocId": null,
          "description": null,
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "78a9a3b8-0a68-4831-8cc9-cf9b25b3fe54",
        "evidence": "Source: BCG",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.5,
        "extraction": {
          "at": "2026-07-16 21:58:29.671472+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 26,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Metaphor & Analogy",
          "slug": "metaphor-analogy",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-adea-7729-bca1-70810d6238a9",
          "version": 1,
          "bodyDocId": null,
          "description": "Making abstract concepts concrete through familiar comparisons",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-46072d1ce4c7",
        "evidence": "Explicit metaphor 'beating heart of the modern AI company'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 26,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Picture Superiority Effect",
          "slug": "picture-superiority-effect",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-c201-7014-bb58-3e85e3e11dfd",
          "version": 1,
          "bodyDocId": null,
          "description": "Pictures remembered 6x better than words - prioritize visuals over text",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-4962008a6c8d",
        "evidence": "Reference architecture diagram with platform layers and vendor icons",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 26,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Value chain",
          "slug": "value-chain",
          "status": "active",
          "bestFor": null,
          "canonId": "019de52d-1976-775b-9d04-0f230c09ffc6",
          "version": 1,
          "bodyDocId": null,
          "description": null,
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "1b6d40a4-0084-4082-8f92-41a60d0eac94",
        "evidence": "AI Platform architecture diagram",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.7,
        "extraction": {
          "at": "2026-07-16 21:58:29.63105+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 26,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Visual Hierarchy",
          "slug": "visual-hierarchy",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-b2ca-706b-937f-e52441086fd7",
          "version": 1,
          "bodyDocId": null,
          "description": "Order of perception through Size > Color > Position > Weight > Space",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-4ced5ca6a133",
        "evidence": "Pink-highlighted MCP Registry and Orchestration bar focus the eye",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 26,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "00e3c53c-b065-4e64-8759-7239c9c365eb",
        "evidence": "title/action-title: Key points for building Agents with MCP in your Enterprise",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 0.9,
        "extraction": {
          "at": "2026-07-16 21:58:29.807235+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 27,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-52e779198349",
        "evidence": "Title 'Key points for building Agents with MCP in your Enterprise'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 27,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Closing Techniques",
          "slug": "closing-techniques",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-af13-774b-a4fd-7db0a3a88d51",
          "version": 1,
          "bodyDocId": null,
          "description": "Strong endings: Callback, challenge, vision, clear CTA, memorable line",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-5ff996da2aac",
        "evidence": "Closes deck body with explicit call-to-action list",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 27,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-6143419a4760",
        "evidence": "Title 'Get in touch with our AI team' is an explicit CTA",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 29,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Authority Bias",
          "slug": "authority-bias",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-c38d-70b9-a284-b2b479763356",
          "version": 1,
          "bodyDocId": null,
          "description": "Expert opinions are weighted more heavily - cite credible sources",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Architect",
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-661ba0af7a17",
        "evidence": "Author bios with BCG titles establish credibility",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 29,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-6b6d1595bd04",
        "evidence": "Title 'Anyone can build MCP clients or MCP servers, it's truly open source'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 31,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Audience Definition",
          "slug": "audience-definition",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-7f2a-775d-aeee-ff099bcb7756",
          "version": 1,
          "bodyDocId": null,
          "description": "Six key questions: Who are they? What do they know? What do they believe? What do they care about? What do they fear? What decisions can they make?",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "25782f1f-bd73-4320-b1b0-02d7e16b6c4c",
        "evidence": "Anyone can build MCP clients or MCP servers, it’s truly open source",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 0.5,
        "extraction": {
          "at": "2026-07-16 21:58:30.012652+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 31,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Call to action",
          "slug": "call-to-action",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd9e1-4bbb-702a-9ead-82daf188bb7c",
          "version": 1,
          "bodyDocId": null,
          "description": "Explicit prescription of what the audience should do next.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "9756a563-f074-412d-900c-b88d6eb3ec49",
        "evidence": "Built in public with feedback loops",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.5,
        "extraction": {
          "at": "2026-07-16 21:58:30.054127+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 31,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": "common",
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Social Validation",
          "slug": "social-validation",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-ddaa-77f9-890c-a1cf082c5ccd",
          "version": 1,
          "bodyDocId": null,
          "description": "Showing others have done something, especially similar others",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-6c006aaa053c",
        "evidence": "Callout names Pydantic and community contributors",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 31,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-73b5a333bb38",
        "evidence": "Title 'Many MCP servers have been built and shared across the eco-system'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 32,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Bandwagon Effect",
          "slug": "bandwagon-effect",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-c742-724e-9623-54fd8878b87b",
          "version": 1,
          "bodyDocId": null,
          "description": "People adopt beliefs proportionally to how many others hold them - show momentum",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-7931b3eb945c",
        "evidence": "Frames ecosystem breadth as reason to adopt",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 32,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Market Segmentation Pyramid",
          "slug": "market-segmentation-pyramid",
          "status": "active",
          "bestFor": null,
          "canonId": "1c9f3543-c96f-4a5b-b4a4-9b2a412c0aaf",
          "version": 1,
          "bodyDocId": null,
          "description": null,
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "86082707-635b-4c03-82ed-afaa86df85b3",
        "evidence": "list/bullet: Enterprise software, Desktop automation, Productivity tools, Software Dev/Ops tools",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.5,
        "extraction": {
          "at": "2026-07-16 21:58:30.1425+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 32,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Social Validation",
          "slug": "social-validation",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-ddaa-77f9-890c-a1cf082c5ccd",
          "version": 1,
          "bodyDocId": null,
          "description": "Showing others have done something, especially similar others",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Storyteller",
        "layer": "slide",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-74e690199312",
        "evidence": "Logo grid of MCP servers as ecosystem proof",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 32,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-7fe2f1acb2b4",
        "evidence": "Title 'Emerging best practices for designing, using and building with MCP and Agents'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 33,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-816fb3708ce0",
        "evidence": "Title 'Avoid monoliths or microservices at the extremes' is prescriptive",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 34,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Comparison frame",
          "slug": "comparison-frame",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd9e1-484b-7399-a4fc-d14644b99f93",
          "version": 1,
          "bodyDocId": null,
          "description": "Two or more states/subjects placed side by side to expose a gap.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "075af7a7-5d75-4a85-be59-1b41dac32d5a",
        "evidence": "Monolith MCP servers vs Microservice MCP servers",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.7,
        "extraction": {
          "at": "2026-07-16 21:58:30.329635+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 34,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": "common",
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Contrast Principle",
          "slug": "contrast-principle",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-bf0f-73ae-b9df-e60508cdaa65",
          "version": 1,
          "bodyDocId": null,
          "description": "Higher visual weight draws attention - use contrast strategically for emphasis",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Designer",
        "layer": "slide",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-8589059745a7",
        "evidence": "Two side-by-side mirrored architecture diagrams",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 34,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Action Titles",
          "slug": "action-titles",
          "status": "active",
          "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
          "version": 1,
          "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
          "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-121f-71e6-8e86-921b8dc8d8a5",
        "evidence": "Title 'Focus on building lean MCP servers, leverage dynamic server discovery'",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:32.132158+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 35,
        "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
        "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
        "cardinality": null,
        "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
      },
      {
        "tool": {
          "name": "Slide recipe: Cover",
          "slug": "cover-slide",
          "status": "active",
          "bestFor": null,
          "canonId": "019df269-2a08-767d-9128-e7431e6fe8a3",
          "version": 1,
          "bodyDocId": "019df269-29e5-7738-b5fa-6892e5dc8e65",
          "description": "The first ten seconds. Build it deliberately.",
          "familyLabel": "slide-recipe",
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "designer",
        "layer": "slide",
        "agents": [
          "designer"
        ],
        "matchId": "df17b7a9-7a7f-4120-a535-728429f60048",
        "evidence": "BCG logo",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-07-16 21:58:30.493373+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 37,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      }
    ],
    "frameworks": [
      {
        "matchId": "c63a9af9-f8b5-483d-a59e-8b5fd4c4699d",
        "evidence": "The illustration depicts a central hub (MCP) connecting to multiple peripheral nodes (Client, Outlook, File System, Deep Research).",
        "framework": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-05-02 17:40:13.944+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 2,
        "frameworkName": "hub-spoke"
      },
      {
        "matchId": "019dd95a-1ca5-70bb-bba3-604d817ae9d6",
        "evidence": "Five named stages with At scale / Still early / Very early tags",
        "framework": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:34.826634+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "frameworkName": "Agent Maturity Curve (BCG)"
      },
      {
        "matchId": "15baaf3e-344c-4583-bfb8-b130e4b62ad4",
        "evidence": "The slide depicts a progression of AI agent capabilities over time.",
        "framework": null,
        "confidence": 1,
        "extraction": {
          "at": "2026-05-02 17:40:08.258+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "frameworkName": "maturity-model"
      },
      {
        "matchId": "5f901ff4-e4f3-4fea-8a3d-e00a2298f378",
        "evidence": "The slide title explicitly mentions 'This maturity' and describes a shift from one stage to another.",
        "framework": null,
        "confidence": 0.8,
        "extraction": {
          "at": "2026-05-02 17:40:09.483+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 8,
        "frameworkName": "maturity-model"
      },
      {
        "matchId": "e620895b-e5f8-4c5c-aa00-da3d6f5fbc22",
        "evidence": "Hierarchical diagram showing orchestration of agents and human-in-the-loop",
        "framework": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-05-02 17:40:09.492+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 9,
        "frameworkName": "Multi-Agent System Architecture"
      },
      {
        "matchId": "019dd95a-1ca5-70bb-bba3-67bd8996a8c5",
        "evidence": "Chart titled 'The length of tasks AIs can do is doubling every 7 months' sourced to METR",
        "framework": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:34.826634+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 15,
        "frameworkName": "METR Task-Length Doubling Trend"
      },
      {
        "matchId": "aa84aef4-2153-4990-a60f-32bb0fb4e5df",
        "evidence": "Explicitly titled as BCG's Agent Assessment Framework with 6 dimensions.",
        "framework": null,
        "confidence": 1,
        "extraction": {
          "at": "2026-05-02 17:40:10.226+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 16,
        "frameworkName": "BCG Agent Assessment Framework"
      },
      {
        "matchId": "019dd95a-1ca5-70bb-bba3-6b3837feb0da",
        "evidence": "Title names the framework; subtitle '6 dimensions we use to track Agent performance'",
        "framework": null,
        "confidence": 95,
        "extraction": {
          "at": "2026-04-29 13:07:34.826634+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 16,
        "frameworkName": "BCG's Agent Assessment Framework"
      },
      {
        "matchId": "019dd95a-1ca5-70bb-bba3-6f1ec110702c",
        "evidence": "Same six dimensions plotted across maturity / limitations / next steps",
        "framework": null,
        "confidence": 90,
        "extraction": {
          "at": "2026-04-29 13:07:34.826634+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 17,
        "frameworkName": "BCG's Agent Assessment Framework"
      },
      {
        "matchId": "4bb6cfa6-ff48-4813-925b-959ea34d1007",
        "evidence": "The slide maps 6 capabilities across a maturity spectrum with current limitations and future requirements.",
        "framework": null,
        "confidence": 1,
        "extraction": {
          "at": "2026-05-02 17:40:12.19+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 17,
        "frameworkName": "maturity-model"
      },
      {
        "matchId": "8a85bcf0-3d89-44dd-8ae3-20c65f19be0b",
        "evidence": "The diagram depicts a three-tier architecture (Clients, Servers, Systems) connected by a protocol.",
        "framework": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-05-02 17:40:13.8+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 19,
        "frameworkName": "layered-architecture"
      },
      {
        "matchId": "019dd95a-1ca5-70bb-bba3-71a7031c5065",
        "evidence": "Layers labelled MCP Clients / MCP Servers / Systems with named primitives Resources, Tools, Prompts, Roots, Sampling",
        "framework": null,
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:34.826634+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 19,
        "frameworkName": "Model Context Protocol Architecture"
      },
      {
        "matchId": "39aa673f-637a-48ef-a2f0-231641ecd129",
        "evidence": "The slide depicts a step-by-step workflow (1-5) between system components.",
        "framework": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-05-02 17:40:10.991+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 20,
        "frameworkName": "process"
      },
      {
        "matchId": "019dd95a-1ca5-70bb-bba3-769690333013",
        "evidence": "Six dimensions reused with 'MCP's Role' overlay",
        "framework": null,
        "confidence": 88,
        "extraction": {
          "at": "2026-04-29 13:07:34.826634+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 21,
        "frameworkName": "BCG's Agent Assessment Framework"
      },
      {
        "matchId": "1230cdb0-0aae-4184-882f-9314d31fc1ed",
        "evidence": "Numbered list used to structure capability gaps and solutions.",
        "framework": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-05-02 17:40:13.239+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 21,
        "frameworkName": "list-presentation"
      },
      {
        "matchId": "9b72cab4-a919-4e52-bffa-83d5603cdde9",
        "evidence": "The slide explicitly contrasts a 'siloed' current state with an 'MCP-enabled' future state.",
        "framework": null,
        "confidence": 1,
        "extraction": {
          "at": "2026-05-02 17:40:11.636+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 23,
        "frameworkName": "before-after-framing"
      },
      {
        "matchId": "cc5c086a-b11f-404f-a05f-a722ff8808de",
        "evidence": "Treat all tool logic and servers as untrusted",
        "framework": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-05-02 17:40:11.851+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 24,
        "frameworkName": "zero-trust-security"
      },
      {
        "matchId": "019dd95a-1ca5-70bb-bba3-7b8b1b5809a3",
        "evidence": "Labelled platform stack: Guardrails, Vector DBs, MCP Registry, LLM Gateway, AI Agent Orchestration Platform",
        "framework": null,
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:34.826634+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 26,
        "frameworkName": "BCG AI Platform Reference Architecture"
      },
      {
        "matchId": "df6509db-7c12-4f4e-8480-91d9ffab1403",
        "evidence": "The diagram depicts a layered stack of platform components supporting agent orchestration.",
        "framework": null,
        "confidence": 0.8,
        "extraction": {
          "at": "2026-05-02 17:40:12.514+00",
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 26,
        "frameworkName": "value-chain"
      },
      {
        "matchId": "019dd95a-1ca5-70bb-bba3-7ceecce356c9",
        "evidence": "Two named patterns drawn side by side as the architectural choice",
        "framework": null,
        "confidence": 85,
        "extraction": {
          "at": "2026-04-29 13:07:34.826634+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 34,
        "frameworkName": "Monolith vs Microservice MCP Patterns"
      }
    ],
    "patterns": []
  },
  "storymakers": {
    "model": "claude-cli-sonnet-4.6",
    "backend": null,
    "rawJson": {
      "arc": {
        "id": 1,
        "slug": "consultants-gambit",
        "beats": [
          {
            "name": "Situation & Context",
            "end_page": 9,
            "evidence": "Section 01 'Agent evolution' establishes maturing field and multi-agent direction",
            "position": 1,
            "start_page": 2
          },
          {
            "name": "Problem & Complication",
            "end_page": 17,
            "evidence": "PMF reached only narrowly; 6-dim assessment exposes capability gaps",
            "position": 2,
            "start_page": 10
          },
          {
            "name": "Solution & Approach",
            "end_page": 23,
            "evidence": "Section 04 introduces MCP and how it slots into enterprise architecture",
            "position": 3,
            "start_page": 18
          },
          {
            "name": "Evidence & Proof",
            "end_page": 26,
            "evidence": "Security treatment, A2A coexistence, target-state platform diagram",
            "position": 4,
            "start_page": 24
          },
          {
            "name": "Impact & Next Steps",
            "end_page": 29,
            "evidence": "Five numbered enterprise recommendations and team contact page",
            "position": 5,
            "start_page": 27
          }
        ],
        "evidence": "Deck moves from agent-evolution context (pp2-9) -> PMF/reliability problem (pp10-17) -> MCP solution (pp18-23) -> architecture proof + risks (pp24-26) -> 5 enterprise recommendations (p27).",
        "confidence": 82
      },
      "loops": [
        {
          "id": 36,
          "slug": "36-maturity-curve",
          "end_page": 9,
          "evidence": "p5 five-stage horizontal progression with 'At scale / Still early / Very early' tags; pp6-9 unpack drivers and end-state",
          "position": 1,
          "objective": "Plot agent maturity from token predictors to multi-agent systems",
          "confidence": 80,
          "start_page": 5
        },
        {
          "id": 2,
          "slug": "02-pattern-hunter",
          "end_page": 12,
          "evidence": "Cursor, Replit, Bolt, Lovable, V0, Windsurf revenue+user stats stack to a single PMF claim",
          "position": 2,
          "objective": "Aggregate vendor evidence into a PMF pattern",
          "confidence": 72,
          "start_page": 11
        },
        {
          "id": 3,
          "slug": "03-aha-moment",
          "end_page": 15,
          "evidence": "p14 sets up agent benchmarks; p15 reveals METR exponential with 'month-long projects' dark callout",
          "position": 3,
          "objective": "Reveal the 7-month doubling capability insight",
          "confidence": 80,
          "start_page": 14
        },
        {
          "id": 48,
          "slug": "48-capability-gap",
          "end_page": 17,
          "evidence": "p16 defines 6 dimensions; p17 plots Low/Med/High maturity per dimension with limitations and what-needs-to-happen",
          "position": 4,
          "objective": "Diagnose where agents fall short across 6 capabilities",
          "confidence": 78,
          "start_page": 16
        },
        {
          "id": 6,
          "slug": "06-zoom-in",
          "end_page": 21,
          "evidence": "p19 protocol primitives, p20 unified flow, p21 overlays MCP onto 4 of 6 capability gaps",
          "position": 5,
          "objective": "Zoom from MCP overview into mechanics and gap-fit",
          "confidence": 75,
          "start_page": 19
        },
        {
          "id": 15,
          "slug": "15-why-now",
          "end_page": 23,
          "evidence": "p22 'de facto standard' momentum callout; p23 'how to think about MCP in your architecture'",
          "position": 6,
          "objective": "Justify why MCP adoption window is open now",
          "confidence": 65,
          "start_page": 22
        },
        {
          "id": 19,
          "slug": "19-pre-mortem",
          "end_page": 26,
          "evidence": "p24 security risks, p25 A2A protocol fragmentation warning, p26 future architecture mitigation",
          "position": 7,
          "objective": "Surface failure modes and target-state guardrails",
          "confidence": 62,
          "start_page": 24
        },
        {
          "id": 41,
          "slug": "41-so-what-cascade",
          "end_page": 27,
          "evidence": "Numbered 1-5 actions: evals, MCP plan, orchestration platform, legal review, technical appendix",
          "position": 8,
          "objective": "Cascade analysis into 5 enterprise recommendations",
          "confidence": 75,
          "start_page": 27
        },
        {
          "id": 20,
          "slug": "20-paradox-resolver",
          "end_page": 35,
          "evidence": "p33 best-practices framing, p34 contrasts both extremes, p35 prescribes 'lean MCP servers' middle path",
          "position": 9,
          "objective": "Reconcile monolith vs microservice MCP extremes",
          "confidence": 70,
          "start_page": 33
        }
      ],
      "slide_tools": [
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states the insight: 'MCP launched by Anthropic is growing in popularity'",
              "confidence": 85
            },
            {
              "id": 123,
              "slug": "opening-hooks",
              "layer": "Slide",
              "evidence": "Opens with provocative claim about a new protocol going viral",
              "confidence": 60
            }
          ],
          "page_number": 2
        },
        {
          "tools": [
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Agenda chunks deck into 4 named sections",
              "confidence": 70
            },
            {
              "id": 63,
              "slug": "millers-law",
              "layer": "Block",
              "evidence": "Four-item agenda within working-memory limit",
              "confidence": 60
            }
          ],
          "page_number": 3
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'moving beyond agentic if-statements towards autonomous agents' is the so-what",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Five repeating stage cards (Foundation Models, Trained to Chat, Tools, Plan+Reason, Communicate)",
              "confidence": 80
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Stage labels, bold descriptors and 'Focus of this document' band drive eye through hierarchy",
              "confidence": 70
            },
            {
              "id": 86,
              "slug": "causal-chain",
              "layer": "Loop",
              "evidence": "Arrows between cards show each stage causes the next",
              "confidence": 75
            },
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "First page of Section 01 sets up the maturity narrative for the loop",
              "confidence": 50
            }
          ],
          "page_number": 5
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Techniques, frameworks and proof-points are maturing rapidly' states the insight",
              "confidence": 80
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Multi-column trend evidence layout",
              "confidence": 65
            }
          ],
          "page_number": 6
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title '...the underlying models are getting better and better' is the so-what",
              "confidence": 85
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Dark pill stat tiles (+81%, 5 of 10, ~8-10, 10x) pop against pale background",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific numbers: +81% on ARC-AGI, 5 of 10 reasoning models, 10x cost reduction",
              "confidence": 75
            },
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Three vertical columns: modalities / reasoning / open innovation",
              "confidence": 75
            }
          ],
          "page_number": 7
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'shift from predefined workflows to self-directed agents' states the conclusion",
              "confidence": 80
            }
          ],
          "page_number": 8
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Provocative title 'Are we headed for a multi-agent future?'",
              "confidence": 75
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Three-tier orchestrator/agent/data network diagram with iconography",
              "confidence": 75
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Frames multi-agent system as a human-agent SCM team metaphor",
              "confidence": 55
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Coding agents among the first to reach product-market-fit' states the insight",
              "confidence": 85
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Cursor/Replit/Bolt/Lovable/V0/Windsurf logos lend external credibility",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific stats: $100M ARR, 360,000 users, 100,000 weekly users",
              "confidence": 80
            },
            {
              "id": 226,
              "slug": "social-validation",
              "layer": "Slide",
              "evidence": "Multiple paying-customer products listed as adoption proof",
              "confidence": 70
            }
          ],
          "page_number": 11
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'gaining significant value from agentic workflows' is the so-what",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Headline density tag '90%' in inventory",
              "confidence": 70
            }
          ],
          "page_number": 12
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Benchmarks and studies are exploring agent reliability'",
              "confidence": 80
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "References RE-Bench and frontier-AI evaluation literature",
              "confidence": 75
            },
            {
              "id": 103,
              "slug": "aha-moment",
              "layer": "Loop",
              "evidence": "First page of the aha-moment loop sets up the question to be revealed",
              "confidence": 75
            }
          ],
          "page_number": 14
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quotes the insight verbatim: '1h of automation - doubling every 7 months'",
              "confidence": 90
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Chart annotated with model labels GPT 2/3/3.5/4/4o, o1, Sonnet 3.7",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Dark callout box on right ('month-long projects') breaks the pale layout",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Numbers: 1h, 7 months, 6 years",
              "confidence": 80
            }
          ],
          "page_number": 15
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names the framework: 'BCG's Agent Assessment Framework'",
              "confidence": 85
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Numbered black tiles 1-6 above bold dimension names above descriptions",
              "confidence": 75
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Six discrete capability buckets with parallel structure",
              "confidence": 80
            },
            {
              "id": 18,
              "slug": "issue-tree",
              "layer": "Block",
              "evidence": "MECE decomposition of 'agent capability' into 6 sub-categories",
              "confidence": 60
            }
          ],
          "page_number": 16
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Constrained agents working today, but full autonomy on the horizon'",
              "confidence": 80
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Six parallel columns each with maturity bar + limitations + needed evolution",
              "confidence": 85
            },
            {
              "id": 161,
              "slug": "law-of-similarity",
              "layer": "Slide",
              "evidence": "Consistent grid styling makes the six dimensions read as a unified comparison",
              "confidence": 70
            },
            {
              "id": 125,
              "slug": "data-ink-ratio",
              "layer": "Slide",
              "evidence": "Clean three-row matrix without chartjunk",
              "confidence": 60
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'MCP exposes resources, tools and prompts to LLMs' states the architectural so-what",
              "confidence": 80
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Layered MCP Clients/Servers/Systems diagram with vendor icons",
              "confidence": 80
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Three horizontal bands segment Clients/Servers/Systems",
              "confidence": 70
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'MCP unlocks agentic workflows through one unified protocol'",
              "confidence": 75
            }
          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'MCP addresses 4 of the 6 capabilities seen as lacking'",
              "confidence": 85
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Columns 4 and 6 greyed out to mark capabilities MCP does not solve",
              "confidence": 85
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Active vs muted columns sharpen the 4-of-6 claim",
              "confidence": 75
            },
            {
              "id": 98,
              "slug": "callback",
              "layer": "Loop",
              "evidence": "Reuses the exact 6-dimension framework introduced on p16",
              "confidence": 75
            }
          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'MCP has gained popularity in the AI community'",
              "confidence": 75
            },
            {
              "id": 226,
              "slug": "social-validation",
              "layer": "Slide",
              "evidence": "Callout: 'becoming the de facto standard'",
              "confidence": 75
            },
            {
              "id": 177,
              "slug": "bandwagon-effect",
              "layer": "Slide",
              "evidence": "Frames adoption momentum as reason to participate",
              "confidence": 70
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'How to think about MCP in the context of your architecture?'",
              "confidence": 70
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Frames MCP as a de-duplication layer in the stack",
              "confidence": 55
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states the rule: 'security must be foundational, not optional'",
              "confidence": 85
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Language 'untrusted', 'hijacks' invokes risk emotion",
              "confidence": 70
            },
            {
              "id": 27,
              "slug": "problem-agitate-solve-pas",
              "layer": "Block",
              "evidence": "Identifies risk, agitates with prescriptions (OAuth+RBAC, version pinning), prescribes posture",
              "confidence": 60
            },
            {
              "id": 68,
              "slug": "loss-aversion",
              "layer": "Block",
              "evidence": "Frames MCP integration through what could go wrong",
              "confidence": 60
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Emerging agent-to-agent protocols ... will work alongside MCP'",
              "confidence": 75
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Callout 'Proceed with curiosity and caution'",
              "confidence": 60
            }
          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Agent orchestration & MCP will be the beating heart of the modern AI company'",
              "confidence": 80
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Explicit metaphor 'beating heart of the modern AI company'",
              "confidence": 80
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Reference architecture diagram with platform layers and vendor icons",
              "confidence": 80
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Pink-highlighted MCP Registry and Orchestration bar focus the eye",
              "confidence": 70
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Key points for building Agents with MCP in your Enterprise'",
              "confidence": 80
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Five numbered enterprise recommendations",
              "confidence": 80
            },
            {
              "id": 63,
              "slug": "millers-law",
              "layer": "Block",
              "evidence": "Five takeaway chunks within working-memory bounds",
              "confidence": 70
            },
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Closes deck body with explicit call-to-action list",
              "confidence": 70
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Get in touch with our AI team' is an explicit CTA",
              "confidence": 70
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Author bios with BCG titles establish credibility",
              "confidence": 65
            }
          ],
          "page_number": 29
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Anyone can build MCP clients or MCP servers, it's truly open source'",
              "confidence": 70
            },
            {
              "id": 226,
              "slug": "social-validation",
              "layer": "Slide",
              "evidence": "Callout names Pydantic and community contributors",
              "confidence": 60
            }
          ],
          "page_number": 31
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Many MCP servers have been built and shared across the eco-system'",
              "confidence": 70
            },
            {
              "id": 226,
              "slug": "social-validation",
              "layer": "Slide",
              "evidence": "Logo grid of MCP servers as ecosystem proof",
              "confidence": 75
            },
            {
              "id": 177,
              "slug": "bandwagon-effect",
              "layer": "Slide",
              "evidence": "Frames ecosystem breadth as reason to adopt",
              "confidence": 65
            }
          ],
          "page_number": 32
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Emerging best practices for designing, using and building with MCP and Agents'",
              "confidence": 70
            }
          ],
          "page_number": 33
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Avoid monoliths or microservices at the extremes' is prescriptive",
              "confidence": 85
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Two side-by-side mirrored architecture diagrams",
              "confidence": 80
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Monolith vs Microservice paired diagrams set up the paradox",
              "confidence": 80
            },
            {
              "id": 94,
              "slug": "antithesis",
              "layer": "Loop",
              "evidence": "Parallel descriptions juxtapose 'overloading the agent' vs 'undermining interoperability'",
              "confidence": 70
            }
          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Focus on building lean MCP servers, leverage dynamic server discovery'",
              "confidence": 80
            },
            {
              "id": 64,
              "slug": "occams-razor",
              "layer": "Block",
              "evidence": "Recommends the simplest viable shape ('lean') as the resolution",
              "confidence": 65
            }
          ],
          "page_number": 35
        }
      ],
      "slides_seen": 37,
      "deck_summary": "BCG thought-leadership brief that fits the Consultant's Gambit cleanly at the macro level (context -> capability gaps -> MCP solution -> proof -> recommendations) but uses analytical/explanatory loops (maturity-curve, capability-gap, zoom-in) more than emotional Storymakers devices.",
      "secondary_arcs": [
        {
          "id": 11,
          "slug": "triple-take",
          "beats": [
            {
              "name": "The Facts (What)",
              "end_page": 12,
              "evidence": "Sections 01-02 inventory agent evolution and PMF cases",
              "position": 1,
              "start_page": 4
            },
            {
              "name": "The Implications (So What)",
              "end_page": 17,
              "evidence": "Section 03 reliability benchmarks and BCG capability framework",
              "position": 2,
              "start_page": 13
            },
            {
              "name": "The Action (Now What)",
              "end_page": 27,
              "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
              "position": 3,
              "start_page": 18
            }
          ],
          "evidence": "Macro split: facts about agents (pp4-12), implications via measurement (pp13-17), action via MCP (pp18-27).",
          "confidence": 55
        }
      ],
      "images_inspected": 10,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "Agent Maturity Curve (BCG)",
              "slug": "agent-maturity-curve",
              "evidence": "Five named stages with At scale / Still early / Very early tags",
              "confidence": 70
            }
          ],
          "page_number": 5
        },
        {
          "frameworks": [
            {
              "name": "METR Task-Length Doubling Trend",
              "slug": "metr-task-length-trend",
              "evidence": "Chart titled 'The length of tasks AIs can do is doubling every 7 months' sourced to METR",
              "confidence": 80
            }
          ],
          "page_number": 15
        },
        {
          "frameworks": [
            {
              "name": "BCG's Agent Assessment Framework",
              "slug": "bcg-agent-assessment-framework",
              "evidence": "Title names the framework; subtitle '6 dimensions we use to track Agent performance'",
              "confidence": 95
            }
          ],
          "page_number": 16
        },
        {
          "frameworks": [
            {
              "name": "BCG's Agent Assessment Framework",
              "slug": "bcg-agent-assessment-framework",
              "evidence": "Same six dimensions plotted across maturity / limitations / next steps",
              "confidence": 90
            }
          ],
          "page_number": 17
        },
        {
          "frameworks": [
            {
              "name": "Model Context Protocol Architecture",
              "slug": "mcp-architecture",
              "evidence": "Layers labelled MCP Clients / MCP Servers / Systems with named primitives Resources, Tools, Prompts, Roots, Sampling",
              "confidence": 85
            }
          ],
          "page_number": 19
        },
        {
          "frameworks": [
            {
              "name": "BCG's Agent Assessment Framework",
              "slug": "bcg-agent-assessment-framework",
              "evidence": "Six dimensions reused with 'MCP's Role' overlay",
              "confidence": 88
            }
          ],
          "page_number": 21
        },
        {
          "frameworks": [
            {
              "name": "BCG AI Platform Reference Architecture",
              "slug": "bcg-ai-platform-reference-architecture",
              "evidence": "Labelled platform stack: Guardrails, Vector DBs, MCP Registry, LLM Gateway, AI Agent Orchestration Platform",
              "confidence": 80
            }
          ],
          "page_number": 26
        },
        {
          "frameworks": [
            {
              "name": "Monolith vs Microservice MCP Patterns",
              "slug": "monolith-vs-microservice-mcp",
              "evidence": "Two named patterns drawn side by side as the architectural choice",
              "confidence": 85
            }
          ],
          "page_number": 34
        }
      ]
    },
    "matchedAt": "2026-04-26 09:46:58+00",
    "slidesSeen": 37,
    "deckSummary": "BCG thought-leadership brief that fits the Consultant's Gambit cleanly at the macro level (context -> capability gaps -> MCP solution -> proof -> recommendations) but uses analytical/explanatory loops (maturity-curve, capability-gap, zoom-in) more than emotional Storymakers devices.",
    "imagesInspected": 10,
    "extractionSeconds": 424.966
  },
  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 19:02:12.031+00",
    "subScores": {
      "scqa_arc": 67,
      "action_titles": 82,
      "mece_structure": 70,
      "closing_strength": 60,
      "evidence_quality": 76,
      "clarity_of_thesis": 66,
      "production_quality": 74,
      "visual_storytelling": 80
    },
    "totalScore": 72,
    "coveragePct": 89,
    "explanations": {
      "scqa_arc": "The deck has a loose Situation-to-Question-to-Answer flow from slides 2-3 to slides 19-27, but it reads more like a structured survey than a tight SCQA argument.",
      "action_titles": "Most content slides use insight-bearing titles, though dividers and some appendix pages remain labels; example: slide 21, \"MCP addresses 4 of the 6 capabilities seen as lacking in today's agents.\"",
      "mece_structure": "The four agenda questions on slide 3 are broadly distinct, but agent evolution, reliability, MCP scaling, and appendix best-practices overlap and leave enterprise adoption gaps.",
      "closing_strength": "Slide 27 offers useful enterprise build principles and slide 29 provides contact details, but the deck lacks a crisp recommendation, decision request, owner, or next-step sequence.",
      "evidence_quality": "The deck supports many claims with benchmarks, GitHub-star charts, case examples, and metrics on slides 11-15 and 22, but some forward-looking protocol and architecture claims rely on assertion.",
      "clarity_of_thesis": "The first five slides identify the topic and direction through slides 2 and 5, but the central answer is implied rather than stated as a full declarative thesis.",
      "production_quality": "The production is professionally consistent with strong action-title density and recurring frameworks, but overcrowding, long callouts, and mixed appendix discipline lower polish.",
      "visual_storytelling": "Slides generally choose appropriate tools, including timelines, maturity models, architecture diagrams, charts, and tables, although dense slides such as 7, 14, 15, and 22 dilute the message."
    },
    "slidesAnalyzed": 33
  },
  "review": {
    "backend": null,
    "verdict": "This is a strong expert briefing with good analytical scaffolding, but only a mid-to-high Storymakers exemplar because it lacks a sharper thesis-led opening and decisive close.",
    "reviewedAt": "2026-05-01 22:29:26.202+00",
    "slidesSeen": 37,
    "suggestions": [
      "Rewrite slide 2 or 3 as an executive thesis slide that states the answer: why MCP matters now, where agents are ready, and what enterprises should do next.",
      "Convert the four divider questions into argument pillars, for example: agents are shifting from workflows to autonomy; coding is the first scaled use case; reliability is improving but constrained; MCP is the enterprise integration layer.",
      "Move slide 27 to become the final main-content recommendation and add a decision-oriented next-steps slide before contact details.",
      "Tighten topic-title slides like 16 and 23 into action titles that state the implication of the framework, not just its subject."
    ],
    "closingScore": 58,
    "openingScore": 68,
    "topStrengths": [
      "Clear four-part analytical spine across slides 4, 10, 13, and 18, moving from market evolution to use cases, reliability, and MCP architecture.",
      "Several strong synthesis slides connect evidence to implications, especially slide 17 on constrained agents today and slide 21 on MCP addressing 4 of 6 capability gaps.",
      "The deck uses recurring frameworks and comparative diagrams, such as slides 8, 19, 20, and 26, to make a technical topic visually navigable."
    ],
    "topWeaknesses": [
      "The opening delays the central answer: slides 2-3 introduce context and agenda, but do not state the deck's overall recommendation or point of view.",
      "Section dividers are framed as questions, which helps navigation but weakens the sense that each chapter advances a thesis.",
      "The close is fragmented: the strongest summary appears on slide 27, while slides 28-37 shift into resources, contacts, appendix, disclaimer, and branding."
    ],
    "narrativeScore": 73,
    "pillarCritique": "The four sections are mostly logical and mutually distinct questions: agent evolution, product-market fit, reliability, and MCP/building at scale. They are MECE enough for a briefing, but the divider titles remain question-led topic buckets rather than argument pillars that build toward one decision.",
    "closingCritique": "Slide 27 offers useful enterprise takeaways and slide 29 provides a contact path, but the deck does not end with a crisp recommendation, decision ask, or memorable synthesis. The final run is diluted by further reading, technical appendix content, disclaimer, and a branded end slide.",
    "openingCritique": "The first five slides establish the topic and stakes through MCP growth on slide 2 and agent evolution on slide 5, but the answer is not stated as a clear thesis in the first three slides. Slide 3 is an agenda of questions rather than a hook or executive take.",
    "extractionSeconds": 37.227,
    "narrativeCritique": "The deck has a recognizable setup → tension → analysis → resolution arc: slides 2-9 set up agent evolution, slides 11-17 test product-market fit and reliability, and slides 19-27 resolve around MCP's role. The missing act is a sharper front-door thesis and client decision moment; the deck reads more like an expert briefing than a persuasion story.",
    "titleQualityScore": 76,
    "titleQualityCritique": "Many titles are declarative and insight-bearing, such as slide 5, \"We are moving beyond 'agentic if-statements', towards autonomous agents,\" and slide 21, \"MCP addresses 4 of the 6 capabilities seen as lacking in today's agents.\" Some are weaker topic labels or questions, including slide 3 \"Agenda\" and slide 23 \"How to think about MCP in the context of your architecture?\""
  },
  "activistThesis": null,
  "pitchdeck": {
    "metadata": null,
    "profile": null
  },
  "slides": [
    {
      "page": 1,
      "type": "setup",
      "function": "front_matter",
      "imagePath": "https://imgproxy.kitesheet.com/yiT87Wn-k7Ncimkc_foAXpE23dUXUSS9jCHpFqPzZnc/rs:fit:1200:1200:0/q:82/f:webp/czM6Ly9raXRlc2hlZXQvY29ycHVzL3NsaWRlcy80ODViMWU5OTZhNjM3YjQzL3AwMDEuanBn",
      "rawType": "cover",
      "block": null,
      "metadata": {
        "slideType": "cover",
        "slideTypeCanon": {
          "name": "Cover",
          "slug": "cover",
          "status": "active",
          "canonId": "019de52d-05f2-729d-9f93-e0504f0a2410",
          "version": 1,
          "description": null
        },
        "function": "front_matter",
        "functionCanon": {
          "name": "Front matter",
          "slug": "front_matter",
          "status": "active",
          "canonId": "019de52d-133d-73f0-9e26-201eda96b098",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 15,
        "componentCount": 4,
        "textChars": 160,
        "nDataPoints": 0,
        "notes": null,
        "elementsJson": [
          "logo_grid",
          "other"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:08.162+00",
          "seconds": 2.256,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/1",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-1",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.06,
            "w": 0.1,
            "x": 0.05,
            "y": 0.08
          },
          "kind": "image",
          "text": "BCG",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Logo",
              "slug": "logo",
              "status": "active",
              "canonId": "019de52c-fdaf-743d-94c4-d7c6a0e55302",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "logo",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:08.162+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "9633735c-dba8-4e9d-8dc1-b20e5440c192",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.1,
            "w": 0.3,
            "x": 0.05,
            "y": 0.72
          },
          "kind": "paragraph",
          "text": "AI Platforms Group Briefing\nTom Martin, David Heurtaux, Kiran Ikram,\nDan Sack, Djon Kleine, Niels Degrande",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:08.162+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "4d0c6a05-038c-4340-b6ea-348972150d26",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.1,
            "x": 0.05,
            "y": 0.9
          },
          "kind": "paragraph",
          "text": "APRIL 2025",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:08.162+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "790162b6-fc94-4e93-b416-4d25894d7ec4",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.4,
            "x": 0.05,
            "y": 0.55
          },
          "kind": "title",
          "text": "AI Agents, and the Model Context Protocol",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:08.162+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "9804d881-5b04-4db7-962e-e864273cc518",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [],
      "frameworks": [],
      "arcBeats": [],
      "loops": [],
      "thumbSrc": "https://imgproxy.kitesheet.com/uvyR-an73vmMFvIEKUTYkUqEVbfMqw6muqK0-We0U20/rs:fit:480:480:0/q:78/f:webp/czM6Ly9raXRlc2hlZXQvY29ycHVzL3NsaWRlcy80ODViMWU5OTZhNjM3YjQzL3AwMDEuanBn",
      "imagePathAlt": "https://imgproxy.kitesheet.com/kkEQbheAy4XCW-re-VM99Zq3l4gBds0W5toX4AH6A7M/rs:fit:1200:1200:0/q:82/f:webp/czM6Ly9raXRlc2hlZXQvY29ycHVzL3NsaWRlcy80ODViMWU5OTZhNjM3YjQzL3AwMDEucG5n",
      "thumbSrcAlt": "https://imgproxy.kitesheet.com/sNAF03sUzfg06Xmnpp2Kk0X77muV1QKbfowwejgeczQ/rs:fit:480:480:0/q:78/f:webp/czM6Ly9raXRlc2hlZXQvY29ycHVzL3NsaWRlcy80ODViMWU5OTZhNjM3YjQzL3AwMDEucG5n"
    },
    {
      "page": 2,
      "type": "setup",
      "title": "The slide uses an illustration to explain the hub-and-spoke nature of the MCP protocol connecting a client to various data sources.",
      "function": "establish_context",
      "rawType": "situation_overview",
      "block": null,
      "metadata": {
        "slideType": "situation_overview",
        "slideTypeCanon": {
          "name": "Situation overview",
          "slug": "situation_overview",
          "status": "active",
          "canonId": "019de52d-0cfe-7769-99aa-9a2fe82a4039",
          "version": 1,
          "description": null
        },
        "function": "establish_context",
        "functionCanon": {
          "name": "Establish context",
          "slug": "establish_context",
          "status": "active",
          "canonId": "019de52d-1314-74e6-9074-d213dc0bdcdf",
          "version": 1,
          "description": null
        },
        "density": "dense",
        "densityScore": 50,
        "componentCount": 6,
        "textChars": 661,
        "nDataPoints": 0,
        "notes": "The slide uses an illustration to explain the hub-and-spoke nature of the MCP protocol connecting a client to various data sources.",
        "elementsJson": [
          "paragraph",
          "infographic"
        ],
        "confidence": 0.95,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:13.944+00",
          "seconds": 7.879,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/2",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-2",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": null,
          "kind": "callout",
          "text": "The open-source Model Context Protocol (MCP) launched by Anthropic is growing in popularity.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:17+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887c-c8d8b7401588",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.5,
            "w": 0.43,
            "x": 0.52,
            "y": 0.25
          },
          "kind": "image",
          "text": "Illustration of MCP hub connecting client to Outlook, File System, and Deep Research",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Illustration",
              "slug": "illustration",
              "status": "active",
              "canonId": "019de52c-fe76-7772-a5ac-c0b7294d7615",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "illustration",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.944+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "6abe6955-2596-41e0-a608-a7224864e148",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.1,
            "w": 0.4,
            "x": 0.05,
            "y": 0.55
          },
          "kind": "paragraph",
          "text": "But how does it make AI Agents more reliable, safe and enterprise-ready?",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.944+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "08954d5f-6427-4a63-abb7-52e6a21b6d09",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.25,
            "w": 0.4,
            "x": 0.05,
            "y": 0.25
          },
          "kind": "paragraph",
          "text": "The open-source Model Context Protocol (MCP) launched by Anthropic is growing in popularity. In four short months it has been adopted by OpenAI, Microsoft, Google, Amazon, and others marking a shift in how AI Agents observe, plan, and act with their environments.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.944+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "590a4203-299c-4077-969d-adf01703278e",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.4,
            "x": 0.05,
            "y": 0.7
          },
          "kind": "paragraph",
          "text": "This short brief unpacks how AI Agents are evolving, MCPs role, and why it’s a meaningful step towards agentic abundance",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.944+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "a05b068a-0957-468f-83a9-0821920c97d4",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.2,
            "x": 0.52,
            "y": 0.78
          },
          "kind": "source-note",
          "text": "Source: Prompted in ChatGPT 4o",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.944+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "e0bbd0fc-1282-42e9-9a47-27970a25af2e",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-327890ef1c36",
          "evidence": "Title states the insight: 'MCP launched by Anthropic is growing in popularity'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 2,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Opening Hooks",
            "slug": "opening-hooks",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-aeb0-77d5-bfbd-9cd9a6be8186",
            "version": 1,
            "bodyDocId": null,
            "description": "Techniques to capture attention: Startling statistic, provocative question, short story, analogy, contrast",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-3520908d5c37",
          "evidence": "Opens with provocative claim about a new protocol going viral",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 60,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 2,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "c63a9af9-f8b5-483d-a59e-8b5fd4c4699d",
          "evidence": "The illustration depicts a central hub (MCP) connecting to multiple peripheral nodes (Client, Outlook, File System, Deep Research).",
          "framework": null,
          "confidence": 0.9,
          "extraction": {
            "at": "2026-05-02 17:40:13.944+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 2,
          "frameworkName": "hub-spoke"
        }
      ],
      "arcBeats": [
        {
          "to": 9,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 2,
          "name": "Situation & Context",
          "beatId": "019dd95a-0682-776c-8e39-eb31cb1a8081",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Situation & Context",
            "slug": "consultants-gambit-situation-context",
            "status": "active",
            "canonId": "019dd9b8-05ae-741b-992d-65ee83c639b3",
            "version": 1,
            "description": null
          },
          "evidence": "Section 01 'Agent evolution' establishes maturing field and multi-agent direction",
          "position": 1,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        }
      ],
      "loops": [],
      "locked": true
    },
    {
      "page": 3,
      "type": "setup",
      "function": "summarize",
      "rawType": "agenda",
      "block": null,
      "metadata": {
        "slideType": "agenda",
        "slideTypeCanon": {
          "name": "Agenda",
          "slug": "agenda",
          "status": "active",
          "canonId": "019de52d-061b-7470-b138-3ffa5e612cce",
          "version": 1,
          "description": null
        },
        "function": "summarize",
        "functionCanon": {
          "name": "Summarize",
          "slug": "summarize",
          "status": "active",
          "canonId": "019de52d-1541-704f-b86f-bf7b75056373",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 5,
        "componentCount": 1,
        "textChars": 144,
        "nDataPoints": 0,
        "notes": null,
        "elementsJson": [
          "numbered_list"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:07.72+00",
          "seconds": 1.634,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/3",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-3",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.34,
            "w": 0.9,
            "x": 0.05,
            "y": 0.33
          },
          "kind": "list",
          "text": "01 How are Agents evolving? 02 Where do they have product-market-fit? 03 Can they be reliable and effective? 04 MCP's role and building at scale",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Numbered list",
              "slug": "numbered",
              "status": "active",
              "canonId": "019de52c-fcc0-7718-a284-a4250c805df2",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "numbered",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:07.72+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "f4173f86-4527-406a-b9fd-c80a9fe6f2e9",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Miller's Law",
            "slug": "millers-law",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-9552-72f9-b76a-78512cb25d46",
            "version": 1,
            "bodyDocId": null,
            "description": "Users can hold 7±2 items in working memory - structure content accordingly",
            "familyLabel": null,
            "categoryName": "Block",
            "categorySlug": "block"
          },
          "agent": "Architect",
          "layer": "block",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-3e9c54f8620c",
          "evidence": "Four-item agenda within working-memory limit",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 60,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 3,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Chunking",
            "slug": "chunking",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-abab-72ce-b64c-2924cc83cf39",
            "version": 1,
            "bodyDocId": null,
            "description": "Information grouped into chunks is remembered better - structure content in digestible units",
            "familyLabel": null,
            "categoryName": "Loop",
            "categorySlug": "loop"
          },
          "agent": "Architect",
          "layer": "loop",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-3aaa06efaffe",
          "evidence": "Agenda chunks deck into 4 named sections",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 3,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 9,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 2,
          "name": "Situation & Context",
          "beatId": "019dd95a-0682-776c-8e39-eb31cb1a8081",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Situation & Context",
            "slug": "consultants-gambit-situation-context",
            "status": "active",
            "canonId": "019dd9b8-05ae-741b-992d-65ee83c639b3",
            "version": 1,
            "description": null
          },
          "evidence": "Section 01 'Agent evolution' establishes maturing field and multi-agent direction",
          "position": 1,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        }
      ],
      "loops": [],
      "locked": true
    },
    {
      "page": 4,
      "type": "setup",
      "function": "transition",
      "rawType": "section_divider",
      "block": null,
      "metadata": {
        "slideType": "section_divider",
        "slideTypeCanon": {
          "name": "Section divider",
          "slug": "section_divider",
          "status": "active",
          "canonId": "019de52d-066a-7402-9554-6ae504999041",
          "version": 1,
          "description": null
        },
        "function": "transition",
        "functionCanon": {
          "name": "Transition",
          "slug": "transition",
          "status": "active",
          "canonId": "019de52d-1365-7149-92aa-66df859e75fd",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 2,
        "componentCount": 2,
        "textChars": 26,
        "nDataPoints": 0,
        "notes": null,
        "elementsJson": [
          "other"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:09.745+00",
          "seconds": 3.622,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/4",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-4",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.165,
            "w": 0.26,
            "x": 0.213,
            "y": 0.435
          },
          "kind": "title",
          "text": "How are Agents evolving?",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.745+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "3a67bdcd-bf45-4fb3-8589-ceb2726f2a59",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.288,
            "w": 0.081,
            "x": 0.106,
            "y": 0.406
          },
          "kind": "title",
          "text": "01",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.745+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "de0d366a-ffa6-4705-b7ae-00aa753a6fcf",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 9,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 2,
          "name": "Situation & Context",
          "beatId": "019dd95a-0682-776c-8e39-eb31cb1a8081",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Situation & Context",
            "slug": "consultants-gambit-situation-context",
            "status": "active",
            "canonId": "019dd9b8-05ae-741b-992d-65ee83c639b3",
            "version": 1,
            "description": null
          },
          "evidence": "Section 01 'Agent evolution' establishes maturing field and multi-agent direction",
          "position": 1,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 12,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 4,
          "name": "The Facts (What)",
          "beatId": "019dd95a-0682-776c-8e39-fe448dff941c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Facts (What)",
            "slug": "triple-take-the-facts-what",
            "status": "active",
            "canonId": "019dd9b8-092b-754c-8eaa-ede3ffdcb060",
            "version": 1,
            "description": null
          },
          "evidence": "Sections 01-02 inventory agent evolution and PMF cases",
          "position": 1,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [],
      "locked": true
    },
    {
      "page": 5,
      "type": "setup",
      "title": "The slide uses a maturity model framework to show the progression of AI capabilities.",
      "function": "present_framework",
      "rawType": "timeline",
      "block": null,
      "metadata": {
        "slideType": "timeline",
        "slideTypeCanon": {
          "name": "Timeline",
          "slug": "timeline",
          "status": "active",
          "canonId": "019de52d-0851-75eb-b758-ea2965e7739a",
          "version": 1,
          "description": null
        },
        "function": "present_framework",
        "functionCanon": {
          "name": "Present framework",
          "slug": "present_framework",
          "status": "active",
          "canonId": "019de52d-1403-7667-9100-d2ac6709f750",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 14,
        "componentCount": 4,
        "textChars": 149,
        "nDataPoints": 0,
        "notes": "The slide uses a maturity model framework to show the progression of AI capabilities.",
        "elementsJson": [
          "process_diagram",
          "infographic"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:08.258+00",
          "seconds": 2.071,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/5",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-5",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": null,
          "kind": "callout",
          "text": "Focus of this document",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:17+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887c-e2160533ee2f",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.6,
            "w": 0.9,
            "x": 0.05,
            "y": 0.25
          },
          "kind": "framework",
          "text": "Evolutionary timeline of AI agents",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Framework",
              "slug": "framework",
              "status": "active",
              "canonId": "019de52c-fa18-77c6-b10a-ccb8277ac0fa",
              "version": 1,
              "description": "Named conceptual framework instance."
            },
            "tool": null,
            "subkind": {
              "name": "Framework instance",
              "slug": "instance",
              "status": "active",
              "canonId": "019de52d-05a2-72af-be0b-7edc60708a03",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "instance",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:08.258+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "052809d3-473a-4e6b-9b4f-cb9628098cad",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.5,
            "x": 0.4,
            "y": 0.18
          },
          "kind": "legend",
          "text": "Focus of this document",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Legend",
              "slug": "legend",
              "status": "active",
              "canonId": "31361933-3d22-4c70-bbad-0801e9fffc0c",
              "version": 1,
              "description": "Color/symbol decoder placed adjacent to a chart or diagram."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:08.258+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "ba76497b-7d0d-4bcc-948c-3c4a5d667599",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.8,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "We are moving beyond 'agentic if-statements', towards autonomous agents",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:08.258+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "d3e5e54b-78d1-4106-85b1-e381208f7826",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Three Pillars",
            "slug": "three-pillars",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-81ef-7455-a365-b234d95a6bbb",
            "version": 1,
            "bodyDocId": null,
            "description": "Three major supporting arguments that are MECE and address key concerns",
            "familyLabel": null,
            "categoryName": "Block",
            "categorySlug": "block"
          },
          "agent": "Architect",
          "layer": "block",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-51b387074c0a",
          "evidence": "First page of Section 01 sets up the maturity narrative for the loop",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": null,
          "confidence": 50,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 5,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Causal Chain",
            "slug": "causal-chain",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-9e98-7269-907b-8cf727e9499d",
            "version": 1,
            "bodyDocId": null,
            "description": "Showing how one event leads to another in sequence",
            "familyLabel": null,
            "categoryName": "Loop",
            "categorySlug": "loop"
          },
          "agent": "Architect",
          "layer": "loop",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-4f4d240403e5",
          "evidence": "Arrows between cards show each stage causes the next",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 5,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-40d568728b5e",
          "evidence": "Title 'moving beyond agentic if-statements towards autonomous agents' is the so-what",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 5,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Small Multiples",
            "slug": "small-multiples",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-b32d-7586-b368-baa1dd388ed4",
            "version": 1,
            "bodyDocId": null,
            "description": "Repeating similar charts for comparison across categories or time",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-469b4f1e1e2a",
          "evidence": "Five repeating stage cards (Foundation Models, Trained to Chat, Tools, Plan+Reason, Communicate)",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 5,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Visual Hierarchy",
            "slug": "visual-hierarchy",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-b2ca-706b-937f-e52441086fd7",
            "version": 1,
            "bodyDocId": null,
            "description": "Order of perception through Size > Color > Position > Weight > Space",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-4b3840ef2d7c",
          "evidence": "Stage labels, bold descriptors and 'Focus of this document' band drive eye through hierarchy",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 5,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "019dd95a-1ca5-70bb-bba3-604d817ae9d6",
          "evidence": "Five named stages with At scale / Still early / Very early tags",
          "framework": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:34.826634+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 5,
          "frameworkName": "Agent Maturity Curve (BCG)"
        },
        {
          "matchId": "15baaf3e-344c-4583-bfb8-b130e4b62ad4",
          "evidence": "The slide depicts a progression of AI agent capabilities over time.",
          "framework": null,
          "confidence": 1,
          "extraction": {
            "at": "2026-05-02 17:40:08.258+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 5,
          "frameworkName": "maturity-model"
        }
      ],
      "arcBeats": [
        {
          "to": 9,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 2,
          "name": "Situation & Context",
          "beatId": "019dd95a-0682-776c-8e39-eb31cb1a8081",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Situation & Context",
            "slug": "consultants-gambit-situation-context",
            "status": "active",
            "canonId": "019dd9b8-05ae-741b-992d-65ee83c639b3",
            "version": 1,
            "description": null
          },
          "evidence": "Section 01 'Agent evolution' establishes maturing field and multi-agent direction",
          "position": 1,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 12,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 4,
          "name": "The Facts (What)",
          "beatId": "019dd95a-0682-776c-8e39-fe448dff941c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Facts (What)",
            "slug": "triple-take-the-facts-what",
            "status": "active",
            "canonId": "019dd9b8-092b-754c-8eaa-ede3ffdcb060",
            "version": 1,
            "description": null
          },
          "evidence": "Sections 01-02 inventory agent evolution and PMF cases",
          "position": 1,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 9,
          "from": 5,
          "loop": {
            "name": "36_maturity_curve",
            "slug": "36-maturity-curve",
            "status": "active",
            "bestFor": "Digital transformation, capability building, benchmarking",
            "canonId": "019dd956-748d-7329-ad3a-5c550b66e275",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "Current Maturity Level -> The Gap to Next Level -> Required Capabilities -> The Roadmap",
            "description": "Show where you are on a progression and what it takes to reach the next level",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-ef1b695c53c3",
          "evidence": "p5 five-stage horizontal progression with 'At scale / Still early / Very early' tags; pp6-9 unpack drivers and end-state",
          "position": 1,
          "objective": "Plot agent maturity from token predictors to multi-agent systems",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 6,
      "type": "analysis",
      "title": "The slide uses a three-column layout to categorize the evolution of AI agents into community growth, framework development, and commercial proof-points.",
      "function": "summarize",
      "rawType": "industry_trends",
      "block": null,
      "metadata": {
        "slideType": "industry_trends",
        "slideTypeCanon": {
          "name": "Industry trends",
          "slug": "industry_trends",
          "status": "active",
          "canonId": "019de52d-0b1d-7705-a0e0-c663199cd1fa",
          "version": 1,
          "description": null
        },
        "function": "summarize",
        "functionCanon": {
          "name": "Summarize",
          "slug": "summarize",
          "status": "active",
          "canonId": "019de52d-1541-704f-b86f-bf7b75056373",
          "version": 1,
          "description": null
        },
        "density": "overcrowded",
        "densityScore": 84,
        "componentCount": 11,
        "textChars": 1262,
        "nDataPoints": 0,
        "notes": "The slide uses a three-column layout to categorize the evolution of AI agents into community growth, framework development, and commercial proof-points.",
        "elementsJson": [
          "headline_text",
          "paragraph",
          "screenshot"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:10.886+00",
          "seconds": 4.512,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/6",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-6",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.35,
            "w": 0.28,
            "x": 0.05,
            "y": 0.55
          },
          "kind": "image",
          "text": "Collage of AI agent training and course materials",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.886+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "42b813f9-fa37-4c51-8d38-92d9e3c320f5",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.35,
            "w": 0.28,
            "x": 0.36,
            "y": 0.55
          },
          "kind": "image",
          "text": "Collage of AI agent development platform interfaces",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.886+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "4e7ccd7d-38fa-427a-8c2b-dfe4e33d4ead",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.35,
            "w": 0.28,
            "x": 0.67,
            "y": 0.55
          },
          "kind": "image",
          "text": "Collage of commercial AI agent product interfaces",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.886+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "cde16439-ff55-480a-9e0c-7c7b267e9247",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.08,
            "w": 0.28,
            "x": 0.05,
            "y": 0.2
          },
          "kind": "paragraph",
          "text": "As techniques are shared, community grows",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.886+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "7bcf17a9-f2de-4ea2-8ff6-d5bf88007a12",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.08,
            "w": 0.28,
            "x": 0.36,
            "y": 0.2
          },
          "kind": "paragraph",
          "text": "Agentic Frameworks lift the tide for all",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.886+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "a1283019-34a0-4533-9ebd-f8ec09fb4eee",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.08,
            "w": 0.28,
            "x": 0.67,
            "y": 0.2
          },
          "kind": "paragraph",
          "text": "Proof-points are visible, compelling, and growing",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.886+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "b98e700a-6bbd-4ac3-a469-16f6f45edfed",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.2,
            "w": 0.28,
            "x": 0.67,
            "y": 0.3
          },
          "kind": "paragraph",
          "text": "The first commercial agents are here, and generating meaningful revenue. From vibe-coders (v0, Cursor, Loveable, Bolt, Replit, Claude code), to consumer agents (e.g. Operator, Manus, and the many deep research's), to vertical B2B players (e.g. Intercom)",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.886+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "d1c370aa-29fa-474d-8b9a-4b57a849a882",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.2,
            "w": 0.28,
            "x": 0.36,
            "y": 0.3
          },
          "kind": "paragraph",
          "text": "It is getting faster and easier to build, deploy, and monitor agents. Established players are evolving (e.g. OAI Assistants, Copilot, Agentspace, Bedrock agents), new players entering the game (e.g. Cloudflare, Pydantic), and low-code platforms growing (e.g. Lindy, Dust.tt)",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.886+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "e874687a-02a4-4593-8cc7-302512cd7586",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.2,
            "w": 0.28,
            "x": 0.05,
            "y": 0.3
          },
          "kind": "paragraph",
          "text": "Industry-wide knowledge and training on how to build agents is growing, and being shared, leading to fast feedback cycles. With Anthropic, Pydantic, Langchain, Hugging face and others publishing detailed guides and training, and AI Engineering growing as a community",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.886+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "ec812b5c-3058-40fe-be27-8bb1eb759437",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.6,
            "x": 0.05,
            "y": 0.95
          },
          "kind": "source-note",
          "text": "Source: Anthropic; Google; Microsoft; Amazon; HuggingFace; AI Engineering Summit; Langchain; OpenAI; Cursor; Manus; Lovalbe ai",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.886+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "7b36f403-7a32-438d-a46a-043066d0503e",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.6,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Techniques, frameworks and proof-points are maturing rapidly ...",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.886+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "a1aedf45-6338-4a71-9cb2-05ae192ff43c",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-5522f2690936",
          "evidence": "Title 'Techniques, frameworks and proof-points are maturing rapidly' states the insight",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 6,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Small Multiples",
            "slug": "small-multiples",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-b32d-7586-b368-baa1dd388ed4",
            "version": 1,
            "bodyDocId": null,
            "description": "Repeating similar charts for comparison across categories or time",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-58e5fb64acf0",
          "evidence": "Multi-column trend evidence layout",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 65,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 6,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 9,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 2,
          "name": "Situation & Context",
          "beatId": "019dd95a-0682-776c-8e39-eb31cb1a8081",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Situation & Context",
            "slug": "consultants-gambit-situation-context",
            "status": "active",
            "canonId": "019dd9b8-05ae-741b-992d-65ee83c639b3",
            "version": 1,
            "description": null
          },
          "evidence": "Section 01 'Agent evolution' establishes maturing field and multi-agent direction",
          "position": 1,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 12,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 4,
          "name": "The Facts (What)",
          "beatId": "019dd95a-0682-776c-8e39-fe448dff941c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Facts (What)",
            "slug": "triple-take-the-facts-what",
            "status": "active",
            "canonId": "019dd9b8-092b-754c-8eaa-ede3ffdcb060",
            "version": 1,
            "description": null
          },
          "evidence": "Sections 01-02 inventory agent evolution and PMF cases",
          "position": 1,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 9,
          "from": 5,
          "loop": {
            "name": "36_maturity_curve",
            "slug": "36-maturity-curve",
            "status": "active",
            "bestFor": "Digital transformation, capability building, benchmarking",
            "canonId": "019dd956-748d-7329-ad3a-5c550b66e275",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "Current Maturity Level -> The Gap to Next Level -> Required Capabilities -> The Roadmap",
            "description": "Show where you are on a progression and what it takes to reach the next level",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-ef1b695c53c3",
          "evidence": "p5 five-stage horizontal progression with 'At scale / Still early / Very early' tags; pp6-9 unpack drivers and end-state",
          "position": 1,
          "objective": "Plot agent maturity from token predictors to multi-agent systems",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 7,
      "type": "analysis",
      "title": "The slide uses a three-column layout to present distinct trends, each supported by metrics and visual evidence (screenshots/charts).",
      "function": "summarize",
      "rawType": "industry_trends",
      "block": null,
      "metadata": {
        "slideType": "industry_trends",
        "slideTypeCanon": {
          "name": "Industry trends",
          "slug": "industry_trends",
          "status": "active",
          "canonId": "019de52d-0b1d-7705-a0e0-c663199cd1fa",
          "version": 1,
          "description": null
        },
        "function": "summarize",
        "functionCanon": {
          "name": "Summarize",
          "slug": "summarize",
          "status": "active",
          "canonId": "019de52d-1541-704f-b86f-bf7b75056373",
          "version": 1,
          "description": null
        },
        "density": "dense",
        "densityScore": 70,
        "componentCount": 12,
        "textChars": 362,
        "nDataPoints": 6,
        "notes": "The slide uses a three-column layout to present distinct trends, each supported by metrics and visual evidence (screenshots/charts).",
        "elementsJson": [
          "headline_text",
          "big_number",
          "bar_chart_vertical",
          "screenshot",
          "logo_grid"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:10.426+00",
          "seconds": 4.026,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/7",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-7",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": null,
          "kind": "callout",
          "text": "Open innovation is driving cost down, and perf. up.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:17+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887d-2eb04fb7c633",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.24,
            "w": 0.23,
            "x": 0.36,
            "y": 0.58
          },
          "kind": "chart",
          "text": "Artificial Analysis Intelligence Index by Model Type",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Chart",
              "slug": "chart",
              "status": "active",
              "canonId": "019de52c-f9a0-76ef-adc6-0b859109d1f8",
              "version": 1,
              "description": "Quantitative chart."
            },
            "tool": null,
            "subkind": {
              "name": "Vertical bar chart",
              "slug": "bar-vertical",
              "status": "active",
              "canonId": "019de52c-fe9d-70f2-b3b7-a9ae294f5917",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bar-vertical",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.426+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "36a5d2e4-00ad-41f1-9f8d-86833f2a3732",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.28,
            "w": 0.23,
            "x": 0.69,
            "y": 0.55
          },
          "kind": "image",
          "text": "Open source model logos",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Logo grid",
              "slug": "logo-grid",
              "status": "active",
              "canonId": "019de52c-fdd7-7409-93e5-81280a8ca215",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "logo-grid",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.426+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "e3b029ef-34cd-4811-bf34-1c0410ec183e",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.28,
            "w": 0.26,
            "x": 0.05,
            "y": 0.55
          },
          "kind": "image",
          "text": "Examples of multimodal AI tools",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.426+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "dee360e9-ae60-4f10-91a5-4fb86b3f4b57",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.09,
            "x": 0.48,
            "y": 0.29
          },
          "kind": "metric",
          "text": "5 of 10",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Metric",
              "slug": "metric",
              "status": "active",
              "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d",
              "version": 1,
              "description": "Big-number or KPI value."
            },
            "tool": null,
            "subkind": {
              "name": "Big number",
              "slug": "big-number",
              "status": "active",
              "canonId": "019de52c-fc70-70c8-b965-0584548a9204",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "big-number",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.426+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "156aa0aa-094c-44fc-9e81-b3e402c04951",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.09,
            "x": 0.81,
            "y": 0.29
          },
          "kind": "metric",
          "text": "10x",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Metric",
              "slug": "metric",
              "status": "active",
              "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d",
              "version": 1,
              "description": "Big-number or KPI value."
            },
            "tool": null,
            "subkind": {
              "name": "Big number",
              "slug": "big-number",
              "status": "active",
              "canonId": "019de52c-fc70-70c8-b965-0584548a9204",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "big-number",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.426+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "5dc19919-2d38-41d9-90bf-b7bf9cea8cf1",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.09,
            "x": 0.69,
            "y": 0.29
          },
          "kind": "metric",
          "text": "~8-10",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Metric",
              "slug": "metric",
              "status": "active",
              "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d",
              "version": 1,
              "description": "Big-number or KPI value."
            },
            "tool": null,
            "subkind": {
              "name": "Big number",
              "slug": "big-number",
              "status": "active",
              "canonId": "019de52c-fc70-70c8-b965-0584548a9204",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "big-number",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.426+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "7af54345-64f5-4847-9c52-be20829d856d",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.09,
            "x": 0.36,
            "y": 0.29
          },
          "kind": "metric",
          "text": "+81%",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Metric",
              "slug": "metric",
              "status": "active",
              "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d",
              "version": 1,
              "description": "Big-number or KPI value."
            },
            "tool": null,
            "subkind": {
              "name": "Big number",
              "slug": "big-number",
              "status": "active",
              "canonId": "019de52c-fc70-70c8-b965-0584548a9204",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "big-number",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.426+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "9b4f04f5-7460-493b-b1d3-c5bb2c436d2c",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "metric",
          "text": "Performance improvement: +81%",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Metric",
              "slug": "metric",
              "status": "active",
              "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d",
              "version": 1,
              "description": "Big-number or KPI value."
            },
            "tool": {
              "name": "Quantification",
              "slug": "quantification",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88",
              "version": 1,
              "bodyDocId": null,
              "description": "Translating a claim into numbers, charts, or tables.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:17+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887d-3103b44c21b8",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.02,
            "w": 0.45,
            "x": 0.05,
            "y": 0.94
          },
          "kind": "source-note",
          "text": "Source: OpenAI; Google; Sesame; Artificial Analysis; Ai2 Playground; Qwen; Deepseek",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.426+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "9657c6e2-de6b-45bd-a592-f829124da6dd",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.04,
            "w": 0.6,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "... and the underlying models are getting better and better",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Action title",
              "slug": "action-title",
              "status": "active",
              "canonId": "019de52c-fb31-734c-a0f5-a3935b73135d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "action-title",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.426+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "708efcda-1413-427f-b008-abcd261da6c0",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.15,
            "x": 0.05,
            "y": 0.03
          },
          "kind": "title",
          "text": "Agent evolution",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.426+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "f2cd913e-8ee5-40f4-9b0c-5a6983a2c3e3",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Three Pillars",
            "slug": "three-pillars",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-81ef-7455-a365-b234d95a6bbb",
            "version": 1,
            "bodyDocId": null,
            "description": "Three major supporting arguments that are MECE and address key concerns",
            "familyLabel": null,
            "categoryName": "Block",
            "categorySlug": "block"
          },
          "agent": "Architect",
          "layer": "block",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-6aa09fbd90d8",
          "evidence": "Three vertical columns: modalities / reasoning / open innovation",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 7,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-5d11060d92ce",
          "evidence": "Title '...the underlying models are getting better and better' is the so-what",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 7,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Concrete Language",
            "slug": "concrete-language",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
            "version": 1,
            "bodyDocId": null,
            "description": "Using specific sensory details instead of abstract terms",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-65b3ec2e89a2",
          "evidence": "Specific numbers: +81% on ARC-AGI, 5 of 10 reasoning models, 10x cost reduction",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 7,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Von Restorff Effect",
            "slug": "von-restorff-effect",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-beab-73d8-9f62-30d0332e926e",
            "version": 1,
            "bodyDocId": null,
            "description": "Items that stand out are noticed and remembered - make key points visually distinct",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-6156aa1bf9af",
          "evidence": "Dark pill stat tiles (+81%, 5 of 10, ~8-10, 10x) pop against pale background",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 7,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 9,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 2,
          "name": "Situation & Context",
          "beatId": "019dd95a-0682-776c-8e39-eb31cb1a8081",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Situation & Context",
            "slug": "consultants-gambit-situation-context",
            "status": "active",
            "canonId": "019dd9b8-05ae-741b-992d-65ee83c639b3",
            "version": 1,
            "description": null
          },
          "evidence": "Section 01 'Agent evolution' establishes maturing field and multi-agent direction",
          "position": 1,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 12,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 4,
          "name": "The Facts (What)",
          "beatId": "019dd95a-0682-776c-8e39-fe448dff941c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Facts (What)",
            "slug": "triple-take-the-facts-what",
            "status": "active",
            "canonId": "019dd9b8-092b-754c-8eaa-ede3ffdcb060",
            "version": 1,
            "description": null
          },
          "evidence": "Sections 01-02 inventory agent evolution and PMF cases",
          "position": 1,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 9,
          "from": 5,
          "loop": {
            "name": "36_maturity_curve",
            "slug": "36-maturity-curve",
            "status": "active",
            "bestFor": "Digital transformation, capability building, benchmarking",
            "canonId": "019dd956-748d-7329-ad3a-5c550b66e275",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "Current Maturity Level -> The Gap to Next Level -> Required Capabilities -> The Roadmap",
            "description": "Show where you are on a progression and what it takes to reach the next level",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-ef1b695c53c3",
          "evidence": "p5 five-stage horizontal progression with 'At scale / Still early / Very early' tags; pp6-9 unpack drivers and end-state",
          "position": 1,
          "objective": "Plot agent maturity from token predictors to multi-agent systems",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 8,
      "type": "setup",
      "title": "The slide uses a process-flow diagram to contrast linear, gate-based workflows with iterative, feedback-loop-based autonomous agents.",
      "function": "compare_options",
      "rawType": "comparison_table",
      "block": null,
      "metadata": {
        "slideType": "comparison_table",
        "slideTypeCanon": {
          "name": "Comparison table",
          "slug": "comparison_table",
          "status": "active",
          "canonId": "019de52d-0a06-73f8-8813-fe022fab1de2",
          "version": 1,
          "description": null
        },
        "function": "compare_options",
        "functionCanon": {
          "name": "Compare options",
          "slug": "compare_options",
          "status": "active",
          "canonId": "019de52d-167f-7038-aebc-70a9d2e0e33b",
          "version": 1,
          "description": null
        },
        "density": "dense",
        "densityScore": 53,
        "componentCount": 7,
        "textChars": 516,
        "nDataPoints": 0,
        "notes": "The slide uses a process-flow diagram to contrast linear, gate-based workflows with iterative, feedback-loop-based autonomous agents.",
        "elementsJson": [
          "headline_text",
          "process_diagram",
          "bullet_list"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:09.483+00",
          "seconds": 2.995,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/8",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-8",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.2,
            "w": 0.4,
            "x": 0.05,
            "y": 0.45
          },
          "kind": "diagram",
          "text": "Agentic Workflows process flow",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Process flow",
              "slug": "process",
              "status": "active",
              "canonId": "019de52d-039c-718f-ad3a-efe9c4b3c838",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "process",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.483+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "5441fd01-4220-4d74-86cb-b662ae9984a8",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.25,
            "w": 0.4,
            "x": 0.52,
            "y": 0.4
          },
          "kind": "diagram",
          "text": "Autonomous Agents process flow",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Process flow",
              "slug": "process",
              "status": "active",
              "canonId": "019de52d-039c-718f-ad3a-efe9c4b3c838",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "process",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.483+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "7e34a228-4f8a-4d8d-94ae-e57ad29d36bd",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.4,
            "x": 0.52,
            "y": 0.7
          },
          "kind": "list",
          "text": "Are helpful when process flexibility matters; Good for problems where general intelligence is valuable; Are less predictable, but can adapt to user needs",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.483+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "44a9e250-cea5-40ef-a1a2-16a2c020495a",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.4,
            "x": 0.05,
            "y": 0.7
          },
          "kind": "list",
          "text": "Are helpful when process consistency matters; Good for problems where domain intelligence is valuable; Are more predictable, but less adaptable to new inputs",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.483+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "c37ea899-feb9-4879-a843-75c5a8f97cbd",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.2,
            "x": 0.05,
            "y": 0.95
          },
          "kind": "source-note",
          "text": "Source: Anthropic: Building effective agents",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.483+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "f3d2e89c-433c-417c-a9f1-e81430e97c50",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.9,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "This maturity is driving a shift from predefined workflows to self-directed agents",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.483+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "99fe499d-e616-4965-90d9-5477f19ac558",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.2,
            "x": 0.05,
            "y": 0.03
          },
          "kind": "title",
          "text": "01 | Agent evolution",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Subtitle",
              "slug": "subtitle",
              "status": "active",
              "canonId": "019de52c-fb09-739d-900c-815b0d9ac526",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "subtitle",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.483+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "e8b39f5d-cbb4-4d73-b487-ad1259403640",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-6e6bfbca01d6",
          "evidence": "Title 'shift from predefined workflows to self-directed agents' states the conclusion",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 8,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        }
      ],
      "frameworks": [
        {
          "matchId": "5f901ff4-e4f3-4fea-8a3d-e00a2298f378",
          "evidence": "The slide title explicitly mentions 'This maturity' and describes a shift from one stage to another.",
          "framework": null,
          "confidence": 0.8,
          "extraction": {
            "at": "2026-05-02 17:40:09.483+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 8,
          "frameworkName": "maturity-model"
        }
      ],
      "arcBeats": [
        {
          "to": 9,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 2,
          "name": "Situation & Context",
          "beatId": "019dd95a-0682-776c-8e39-eb31cb1a8081",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Situation & Context",
            "slug": "consultants-gambit-situation-context",
            "status": "active",
            "canonId": "019dd9b8-05ae-741b-992d-65ee83c639b3",
            "version": 1,
            "description": null
          },
          "evidence": "Section 01 'Agent evolution' establishes maturing field and multi-agent direction",
          "position": 1,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 12,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 4,
          "name": "The Facts (What)",
          "beatId": "019dd95a-0682-776c-8e39-fe448dff941c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Facts (What)",
            "slug": "triple-take-the-facts-what",
            "status": "active",
            "canonId": "019dd9b8-092b-754c-8eaa-ede3ffdcb060",
            "version": 1,
            "description": null
          },
          "evidence": "Sections 01-02 inventory agent evolution and PMF cases",
          "position": 1,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 9,
          "from": 5,
          "loop": {
            "name": "36_maturity_curve",
            "slug": "36-maturity-curve",
            "status": "active",
            "bestFor": "Digital transformation, capability building, benchmarking",
            "canonId": "019dd956-748d-7329-ad3a-5c550b66e275",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "Current Maturity Level -> The Gap to Next Level -> Required Capabilities -> The Roadmap",
            "description": "Show where you are on a progression and what it takes to reach the next level",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-ef1b695c53c3",
          "evidence": "p5 five-stage horizontal progression with 'At scale / Still early / Very early' tags; pp6-9 unpack drivers and end-state",
          "position": 1,
          "objective": "Plot agent maturity from token predictors to multi-agent systems",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 9,
      "type": "analysis",
      "title": "The slide uses a three-tier architecture: Orchestration Agent, Human-Agent SCM Team, and Data/Tool Landscape.",
      "function": "present_framework",
      "rawType": "market_landscape",
      "block": null,
      "metadata": {
        "slideType": "market_landscape",
        "slideTypeCanon": {
          "name": "Market landscape",
          "slug": "market_landscape",
          "status": "active",
          "canonId": "019de52d-0b6d-75db-a946-9ac362e3afc2",
          "version": 1,
          "description": null
        },
        "function": "present_framework",
        "functionCanon": {
          "name": "Present framework",
          "slug": "present_framework",
          "status": "active",
          "canonId": "019de52d-1403-7667-9100-d2ac6709f750",
          "version": 1,
          "description": null
        },
        "density": "balanced",
        "densityScore": 46,
        "componentCount": 6,
        "textChars": 550,
        "nDataPoints": 0,
        "notes": "The slide uses a three-tier architecture: Orchestration Agent, Human-Agent SCM Team, and Data/Tool Landscape.",
        "elementsJson": [
          "headline_text",
          "process_diagram",
          "callout_box"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:09.492+00",
          "seconds": 2.666,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/9",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-9",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.2,
            "w": 0.25,
            "x": 0.72,
            "y": 0.2
          },
          "kind": "callout",
          "text": "Agents can work together in networks and with humans to accomplish complex tasks or automate multi-step processes",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": null,
            "subkind": {
              "name": "Primary callout",
              "slug": "primary",
              "status": "active",
              "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.492+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "5ba03fa0-f1f5-4dcd-bf0a-aeefe4cf58c7",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.1,
            "w": 0.25,
            "x": 0.72,
            "y": 0.75
          },
          "kind": "callout",
          "text": "Avoid 'microservices' thinking, focus on collaboration and networks",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": null,
            "subkind": {
              "name": "Primary callout",
              "slug": "primary",
              "status": "active",
              "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.492+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "ec7c66e3-fd31-4424-88a2-5f5608b73a34",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "callout",
          "text": "Agents can work together in networks and with humans to accomplish complex tasks or automate multi-step processes.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:17+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887d-0414a4378ded",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.7,
            "w": 0.65,
            "x": 0.05,
            "y": 0.2
          },
          "kind": "diagram",
          "text": "Hierarchical agent orchestration model",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Process flow",
              "slug": "process",
              "status": "active",
              "canonId": "019de52d-039c-718f-ad3a-efe9c4b3c838",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "process",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.492+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "cc30ca7a-3557-405d-835e-1918c508f676",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.25,
            "w": 0.25,
            "x": 0.72,
            "y": 0.45
          },
          "kind": "paragraph",
          "text": "Advanced E2E Supply Chain Management: A human-agent team that coordinates input from multiple agents to manage the supply chain process end-to-end. MCP helps expose data and tools",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.492+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "2b8dfc7f-b0fd-4db0-9c3b-fed56c4e9cbb",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.4,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Are we headed for a multi-agent future?",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.492+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "101aacea-893e-41a4-aea7-58fca130bb1e",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-706ee748ab1c",
          "evidence": "Provocative title 'Are we headed for a multi-agent future?'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 9,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Metaphor & Analogy",
            "slug": "metaphor-analogy",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-adea-7729-bca1-70810d6238a9",
            "version": 1,
            "bodyDocId": null,
            "description": "Making abstract concepts concrete through familiar comparisons",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-7990ffddb8c0",
          "evidence": "Frames multi-agent system as a human-agent SCM team metaphor",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": null,
          "confidence": 55,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 9,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Picture Superiority Effect",
            "slug": "picture-superiority-effect",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-c201-7014-bb58-3e85e3e11dfd",
            "version": 1,
            "bodyDocId": null,
            "description": "Pictures remembered 6x better than words - prioritize visuals over text",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-747aa846cb24",
          "evidence": "Three-tier orchestrator/agent/data network diagram with iconography",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 9,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "e620895b-e5f8-4c5c-aa00-da3d6f5fbc22",
          "evidence": "Hierarchical diagram showing orchestration of agents and human-in-the-loop",
          "framework": null,
          "confidence": 0.9,
          "extraction": {
            "at": "2026-05-02 17:40:09.492+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 9,
          "frameworkName": "Multi-Agent System Architecture"
        }
      ],
      "arcBeats": [
        {
          "to": 9,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 2,
          "name": "Situation & Context",
          "beatId": "019dd95a-0682-776c-8e39-eb31cb1a8081",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Situation & Context",
            "slug": "consultants-gambit-situation-context",
            "status": "active",
            "canonId": "019dd9b8-05ae-741b-992d-65ee83c639b3",
            "version": 1,
            "description": null
          },
          "evidence": "Section 01 'Agent evolution' establishes maturing field and multi-agent direction",
          "position": 1,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 12,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 4,
          "name": "The Facts (What)",
          "beatId": "019dd95a-0682-776c-8e39-fe448dff941c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Facts (What)",
            "slug": "triple-take-the-facts-what",
            "status": "active",
            "canonId": "019dd9b8-092b-754c-8eaa-ede3ffdcb060",
            "version": 1,
            "description": null
          },
          "evidence": "Sections 01-02 inventory agent evolution and PMF cases",
          "position": 1,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 9,
          "from": 5,
          "loop": {
            "name": "36_maturity_curve",
            "slug": "36-maturity-curve",
            "status": "active",
            "bestFor": "Digital transformation, capability building, benchmarking",
            "canonId": "019dd956-748d-7329-ad3a-5c550b66e275",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "Current Maturity Level -> The Gap to Next Level -> Required Capabilities -> The Roadmap",
            "description": "Show where you are on a progression and what it takes to reach the next level",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-ef1b695c53c3",
          "evidence": "p5 five-stage horizontal progression with 'At scale / Still early / Very early' tags; pp6-9 unpack drivers and end-state",
          "position": 1,
          "objective": "Plot agent maturity from token predictors to multi-agent systems",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 10,
      "type": "setup",
      "function": "transition",
      "rawType": "section_divider",
      "block": null,
      "metadata": {
        "slideType": "section_divider",
        "slideTypeCanon": {
          "name": "Section divider",
          "slug": "section_divider",
          "status": "active",
          "canonId": "019de52d-066a-7402-9554-6ae504999041",
          "version": 1,
          "description": null
        },
        "function": "transition",
        "functionCanon": {
          "name": "Transition",
          "slug": "transition",
          "status": "active",
          "canonId": "019de52d-1365-7149-92aa-66df859e75fd",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 3,
        "componentCount": 2,
        "textChars": 40,
        "nDataPoints": 0,
        "notes": null,
        "elementsJson": [
          "other"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:09.429+00",
          "seconds": 2.434,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/10",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-10",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.116,
            "w": 0.105,
            "x": 0.076,
            "y": 0.406
          },
          "kind": "callout",
          "text": "02",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": null,
            "subkind": {
              "name": "Primary callout",
              "slug": "primary",
              "status": "active",
              "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.429+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "825ef300-b66d-4024-89ea-b8e361fd3ae4",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.058,
            "w": 0.325,
            "x": 0.212,
            "y": 0.435
          },
          "kind": "title",
          "text": "Where do they have product-market-fit?",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.429+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "39ef0a66-b237-4101-9382-6ea80ca69e42",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 17,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 10,
          "name": "Problem & Complication",
          "beatId": "019dd95a-0682-776c-8e39-efdc0c3bfe92",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Problem & Complication",
            "slug": "consultants-gambit-problem-complication",
            "status": "active",
            "canonId": "019dd9b8-064a-777f-a374-e9a8c43dedd4",
            "version": 1,
            "description": null
          },
          "evidence": "PMF reached only narrowly; 6-dim assessment exposes capability gaps",
          "position": 2,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Complication",
            "slug": "complication",
            "status": "active",
            "canonId": "019dd9b8-0275-7709-b2d6-4f77c3fc7579",
            "version": 1,
            "description": "The point in the narrative where the audience should feel discomfort. Required for argumentative arcs."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 12,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 4,
          "name": "The Facts (What)",
          "beatId": "019dd95a-0682-776c-8e39-fe448dff941c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Facts (What)",
            "slug": "triple-take-the-facts-what",
            "status": "active",
            "canonId": "019dd9b8-092b-754c-8eaa-ede3ffdcb060",
            "version": 1,
            "description": null
          },
          "evidence": "Sections 01-02 inventory agent evolution and PMF cases",
          "position": 1,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [],
      "locked": true
    },
    {
      "page": 11,
      "type": "analysis",
      "title": "The slide uses a table to show growth metrics for specific companies and a process-oriented diagram to show maturity requirements.",
      "function": "analyze_data",
      "rawType": "market_landscape",
      "block": null,
      "metadata": {
        "slideType": "market_landscape",
        "slideTypeCanon": {
          "name": "Market landscape",
          "slug": "market_landscape",
          "status": "active",
          "canonId": "019de52d-0b6d-75db-a946-9ac362e3afc2",
          "version": 1,
          "description": null
        },
        "function": "analyze_data",
        "functionCanon": {
          "name": "Analyze data",
          "slug": "analyze_data",
          "status": "active",
          "canonId": "019de52d-1590-7413-8c82-cc218cff40b4",
          "version": 1,
          "description": null
        },
        "density": "dense",
        "densityScore": 69,
        "componentCount": 8,
        "textChars": 574,
        "nDataPoints": 10,
        "notes": "The slide uses a table to show growth metrics for specific companies and a process-oriented diagram to show maturity requirements.",
        "elementsJson": [
          "headline_text",
          "data_table",
          "process_diagram",
          "paragraph"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:09.796+00",
          "seconds": 2.55,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/11",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-11",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": null,
          "kind": "callout",
          "text": "To move from prototyping to production, vibe coding must mature",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:18+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887d-fbac930410fb",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.4,
            "w": 0.28,
            "x": 0.67,
            "y": 0.33
          },
          "kind": "diagram",
          "text": "Prototyping to production maturity requirements: modularity, integration, enterprise standards",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Process flow",
              "slug": "process",
              "status": "active",
              "canonId": "019de52d-039c-718f-ad3a-efe9c4b3c838",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "process",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.796+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "71bc2a15-b239-4795-9c45-3a69b48580cf",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "metric",
          "text": "ARR: $100M",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Metric",
              "slug": "metric",
              "status": "active",
              "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d",
              "version": 1,
              "description": "Big-number or KPI value."
            },
            "tool": {
              "name": "Quantification",
              "slug": "quantification",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88",
              "version": 1,
              "bodyDocId": null,
              "description": "Translating a claim into numbers, charts, or tables.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:18+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887d-fd74d7300fe2",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.3,
            "x": 0.67,
            "y": 0.2
          },
          "kind": "paragraph",
          "text": "To move from prototyping to production, vibe coding must mature",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.796+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "847d6010-6f81-4519-8569-19150bae2d9f",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.5,
            "x": 0.05,
            "y": 0.2
          },
          "kind": "paragraph",
          "text": "Vibe-coding players are moving fast and capturing the software development market, accelerating software time to market",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.796+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "c45b04db-de96-4288-b6b1-bfec2a13844a",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.02,
            "w": 0.5,
            "x": 0.05,
            "y": 0.95
          },
          "kind": "source-note",
          "text": "Source: Anthropic Model Context Protocol; Cursor; Replit; Bolt; Lovable; Anthropic; V0; Windsurf",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.796+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "d58431d3-88c3-4c8d-96b3-fab928b397a0",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.4,
            "w": 0.6,
            "x": 0.05,
            "y": 0.33
          },
          "kind": "table",
          "text": "Company, ARR, User Growth for Cursor, Replit, Bolt, Lovable, V0/Windsurf",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Table",
              "slug": "table",
              "status": "active",
              "canonId": "019de52c-f9c8-7148-8119-eaac9594cd28",
              "version": 1,
              "description": "Tabular data layout."
            },
            "tool": null,
            "subkind": {
              "name": "Data table",
              "slug": "data",
              "status": "active",
              "canonId": "019de52d-02d5-75b8-8abf-88e92bf63569",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "data",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.796+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "1742f25c-968d-4d2c-857a-4d2a5f00d2a3",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.6,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Coding agents among the first to reach product-market-fit",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.796+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "63d80eaf-861d-47f1-92e4-dc4cfd77d52d",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-7c13bda1d87d",
          "evidence": "Title 'Coding agents among the first to reach product-market-fit' states the insight",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 11,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Authority Bias",
            "slug": "authority-bias",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-c38d-70b9-a284-b2b479763356",
            "version": 1,
            "bodyDocId": null,
            "description": "Expert opinions are weighted more heavily - cite credible sources",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Architect",
            "Storyteller"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-821912db031f",
          "evidence": "Cursor/Replit/Bolt/Lovable/V0/Windsurf logos lend external credibility",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 11,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Concrete Language",
            "slug": "concrete-language",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
            "version": 1,
            "bodyDocId": null,
            "description": "Using specific sensory details instead of abstract terms",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-86f77d04fb6a",
          "evidence": "Specific stats: $100M ARR, 360,000 users, 100,000 weekly users",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 11,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Social Validation",
            "slug": "social-validation",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-ddaa-77f9-890c-a1cf082c5ccd",
            "version": 1,
            "bodyDocId": null,
            "description": "Showing others have done something, especially similar others",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-89efc6fc201e",
          "evidence": "Multiple paying-customer products listed as adoption proof",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 11,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 17,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 10,
          "name": "Problem & Complication",
          "beatId": "019dd95a-0682-776c-8e39-efdc0c3bfe92",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Problem & Complication",
            "slug": "consultants-gambit-problem-complication",
            "status": "active",
            "canonId": "019dd9b8-064a-777f-a374-e9a8c43dedd4",
            "version": 1,
            "description": null
          },
          "evidence": "PMF reached only narrowly; 6-dim assessment exposes capability gaps",
          "position": 2,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Complication",
            "slug": "complication",
            "status": "active",
            "canonId": "019dd9b8-0275-7709-b2d6-4f77c3fc7579",
            "version": 1,
            "description": "The point in the narrative where the audience should feel discomfort. Required for argumentative arcs."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 12,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 4,
          "name": "The Facts (What)",
          "beatId": "019dd95a-0682-776c-8e39-fe448dff941c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Facts (What)",
            "slug": "triple-take-the-facts-what",
            "status": "active",
            "canonId": "019dd9b8-092b-754c-8eaa-ede3ffdcb060",
            "version": 1,
            "description": null
          },
          "evidence": "Sections 01-02 inventory agent evolution and PMF cases",
          "position": 1,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 12,
          "from": 11,
          "loop": {
            "name": "02_pattern_hunter",
            "slug": "02-pattern-hunter",
            "status": "active",
            "bestFor": "Time-pressed audiences, building consensus, when data is strong",
            "canonId": "019dd956-6695-771a-be2e-f1748ef041a4",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "Evidence A -> Evidence B -> Evidence C -> Pattern/Conclusion",
            "description": "Group multiple pieces of evidence that together point to a pattern or conclusion",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-f39f00ba41ef",
          "evidence": "Cursor, Replit, Bolt, Lovable, V0, Windsurf revenue+user stats stack to a single PMF claim",
          "position": 2,
          "objective": "Aggregate vendor evidence into a PMF pattern",
          "confidence": 72,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 12,
      "type": "evidence",
      "title": "The slide uses a mix of specific company case studies and a summary of BCG's own client work to validate the thesis.",
      "function": "illustrate_case",
      "rawType": "client_example",
      "block": null,
      "metadata": {
        "slideType": "client_example",
        "slideTypeCanon": {
          "name": "Client example",
          "slug": "client_example",
          "status": "active",
          "canonId": "019de52d-0c87-77cb-9867-613ae22e95ac",
          "version": 1,
          "description": null
        },
        "function": "illustrate_case",
        "functionCanon": {
          "name": "Illustrate case",
          "slug": "illustrate_case",
          "status": "active",
          "canonId": "019de52d-13b4-772c-bb73-1873612a7463",
          "version": 1,
          "description": null
        },
        "density": "dense",
        "densityScore": 61,
        "componentCount": 6,
        "textChars": 900,
        "nDataPoints": 8,
        "notes": "The slide uses a mix of specific company case studies and a summary of BCG's own client work to validate the thesis.",
        "elementsJson": [
          "headline_text",
          "logo_grid",
          "paragraph",
          "callout_box"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:13.842+00",
          "seconds": 6.304,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/12",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-12",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.7,
            "w": 0.25,
            "x": 0.7,
            "y": 0.18
          },
          "kind": "callout",
          "text": "Future outlook: Only as reasoning and evaluation systems mature... Assistive agents will thrive... Rule-based agents will remain as reliable guardrails... Adaptive agents will lead enterprise adoption...",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": null,
            "subkind": {
              "name": "Primary callout",
              "slug": "primary",
              "status": "active",
              "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.842+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "f2376a1d-4b83-474b-b322-096cad6a614b",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "callout",
          "text": "Only as reasoning and evaluation systems mature, will fully autonomous agents be able to handle complex, open-ended tasks",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:18+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887d-dca949ef698e",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.6,
            "w": 0.6,
            "x": 0.05,
            "y": 0.2
          },
          "kind": "list",
          "text": "Bloomberg's compliance agents... reducing time-to-decision by 30-50%. Booking.com and Jane Street's coding agents... cut cycle times by 30%+. Brightwave's research agents... BCG delivered 300+ GenAI agents... 90% cost reduction, 50-75% faster execution, and 30-40% productivity uplift.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.842+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "19c5bf7e-179c-4a66-81e6-62642f41c32c",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "metric",
          "text": "productivity uplift: 90%",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Metric",
              "slug": "metric",
              "status": "active",
              "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d",
              "version": 1,
              "description": "Big-number or KPI value."
            },
            "tool": {
              "name": "Quantification",
              "slug": "quantification",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88",
              "version": 1,
              "bodyDocId": null,
              "description": "Translating a claim into numbers, charts, or tables.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:18+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887d-e0810b2f2393",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.5,
            "x": 0.05,
            "y": 0.9
          },
          "kind": "source-note",
          "text": "1. Metrics are illustrative, depending on specific implementation context, and not guaranteed. Source: AI Engineering Summit 2025, Bloomberg, Booking.Com, Jane Street, Brightwave, LinkedIn; BCG",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.842+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "738e0725-135c-4556-a72d-54fb413ab78b",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.6,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Organizations are already gaining significant value from agentic workflows",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.842+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "2479c9fe-7b7d-489b-bd84-5e5ecbdaab0b",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-8db1e260e9b6",
          "evidence": "Title 'gaining significant value from agentic workflows' is the so-what",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 12,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Concrete Language",
            "slug": "concrete-language",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
            "version": 1,
            "bodyDocId": null,
            "description": "Using specific sensory details instead of abstract terms",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-93348e56548e",
          "evidence": "Headline density tag '90%' in inventory",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 12,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 17,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 10,
          "name": "Problem & Complication",
          "beatId": "019dd95a-0682-776c-8e39-efdc0c3bfe92",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Problem & Complication",
            "slug": "consultants-gambit-problem-complication",
            "status": "active",
            "canonId": "019dd9b8-064a-777f-a374-e9a8c43dedd4",
            "version": 1,
            "description": null
          },
          "evidence": "PMF reached only narrowly; 6-dim assessment exposes capability gaps",
          "position": 2,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Complication",
            "slug": "complication",
            "status": "active",
            "canonId": "019dd9b8-0275-7709-b2d6-4f77c3fc7579",
            "version": 1,
            "description": "The point in the narrative where the audience should feel discomfort. Required for argumentative arcs."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 12,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 4,
          "name": "The Facts (What)",
          "beatId": "019dd95a-0682-776c-8e39-fe448dff941c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Facts (What)",
            "slug": "triple-take-the-facts-what",
            "status": "active",
            "canonId": "019dd9b8-092b-754c-8eaa-ede3ffdcb060",
            "version": 1,
            "description": null
          },
          "evidence": "Sections 01-02 inventory agent evolution and PMF cases",
          "position": 1,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Setup",
            "slug": "setup",
            "status": "active",
            "canonId": "019dd9b8-020e-7505-af9b-d9b9a4679bcc",
            "version": 1,
            "description": "Where the deck grounds the reader before doing anything else. Almost every arc opens here."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 12,
          "from": 11,
          "loop": {
            "name": "02_pattern_hunter",
            "slug": "02-pattern-hunter",
            "status": "active",
            "bestFor": "Time-pressed audiences, building consensus, when data is strong",
            "canonId": "019dd956-6695-771a-be2e-f1748ef041a4",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "Evidence A -> Evidence B -> Evidence C -> Pattern/Conclusion",
            "description": "Group multiple pieces of evidence that together point to a pattern or conclusion",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-f39f00ba41ef",
          "evidence": "Cursor, Replit, Bolt, Lovable, V0, Windsurf revenue+user stats stack to a single PMF claim",
          "position": 2,
          "objective": "Aggregate vendor evidence into a PMF pattern",
          "confidence": 72,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 13,
      "type": "setup",
      "function": "transition",
      "rawType": "section_divider",
      "block": null,
      "metadata": {
        "slideType": "section_divider",
        "slideTypeCanon": {
          "name": "Section divider",
          "slug": "section_divider",
          "status": "active",
          "canonId": "019de52d-066a-7402-9554-6ae504999041",
          "version": 1,
          "description": null
        },
        "function": "transition",
        "functionCanon": {
          "name": "Transition",
          "slug": "transition",
          "status": "active",
          "canonId": "019de52d-1365-7149-92aa-66df859e75fd",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 2,
        "componentCount": 2,
        "textChars": 37,
        "nDataPoints": 0,
        "notes": null,
        "elementsJson": [
          "big_number"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:09.382+00",
          "seconds": 1.626,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/13",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-13",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.2,
            "w": 0.1,
            "x": 0.075,
            "y": 0.4
          },
          "kind": "callout",
          "text": "03",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": null,
            "subkind": {
              "name": "Primary callout",
              "slug": "primary",
              "status": "active",
              "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.382+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "79621353-98dd-4eb7-9e94-b2daa91c5a9d",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.35,
            "x": 0.21,
            "y": 0.43
          },
          "kind": "title",
          "text": "Can they be reliable and effective?",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.382+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "4c2d3eb7-a325-4012-8f31-9b3a3ef9c125",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 17,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 10,
          "name": "Problem & Complication",
          "beatId": "019dd95a-0682-776c-8e39-efdc0c3bfe92",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Problem & Complication",
            "slug": "consultants-gambit-problem-complication",
            "status": "active",
            "canonId": "019dd9b8-064a-777f-a374-e9a8c43dedd4",
            "version": 1,
            "description": null
          },
          "evidence": "PMF reached only narrowly; 6-dim assessment exposes capability gaps",
          "position": 2,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Complication",
            "slug": "complication",
            "status": "active",
            "canonId": "019dd9b8-0275-7709-b2d6-4f77c3fc7579",
            "version": 1,
            "description": "The point in the narrative where the audience should feel discomfort. Required for argumentative arcs."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 17,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 13,
          "name": "The Implications (So What)",
          "beatId": "019dd95a-0682-776c-8e3a-022aa9a7736c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Implications (So What)",
            "slug": "triple-take-the-implications-so-what",
            "status": "active",
            "canonId": "019dd9b8-09c7-75cd-8c7b-ae0e23cca2b8",
            "version": 1,
            "description": null
          },
          "evidence": "Section 03 reliability benchmarks and BCG capability framework",
          "position": 2,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Reflection",
            "slug": "reflection",
            "status": "active",
            "canonId": "019dd9b8-0510-73fd-8d00-1c7e45f7bc98",
            "version": 1,
            "description": "The \"so what\" beat. Used by analytical arcs (Triple-take, Onion) and learning arcs (Voyage-return, Tragedy)."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [],
      "locked": true
    },
    {
      "page": 14,
      "type": "analysis",
      "title": "The slide highlights the shift in AI benchmarking from simple tasks to complex, multi-turn, and robust agent evaluation.",
      "function": "summarize",
      "rawType": "industry_trends",
      "block": null,
      "metadata": {
        "slideType": "industry_trends",
        "slideTypeCanon": {
          "name": "Industry trends",
          "slug": "industry_trends",
          "status": "active",
          "canonId": "019de52d-0b1d-7705-a0e0-c663199cd1fa",
          "version": 1,
          "description": null
        },
        "function": "summarize",
        "functionCanon": {
          "name": "Summarize",
          "slug": "summarize",
          "status": "active",
          "canonId": "019de52d-1541-704f-b86f-bf7b75056373",
          "version": 1,
          "description": null
        },
        "density": "overcrowded",
        "densityScore": 82,
        "componentCount": 10,
        "textChars": 894,
        "nDataPoints": 1,
        "notes": "The slide highlights the shift in AI benchmarking from simple tasks to complex, multi-turn, and robust agent evaluation.",
        "elementsJson": [
          "bullet_list",
          "screenshot",
          "line_chart",
          "quote_block",
          "icon_grid"
        ],
        "confidence": 0.95,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:11.191+00",
          "seconds": 3.382,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/14",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-14",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": null,
          "kind": "callout",
          "text": "RE-Bench Evaluating frontier AI R&D capabilities of language model agents against human experts",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:17+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887d-7ec2bde47835",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.28,
            "w": 0.28,
            "x": 0.66,
            "y": 0.51
          },
          "kind": "chart",
          "text": "Best Observed Score@k by Time Budget",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Chart",
              "slug": "chart",
              "status": "active",
              "canonId": "019de52c-f9a0-76ef-adc6-0b859109d1f8",
              "version": 1,
              "description": "Quantitative chart."
            },
            "tool": null,
            "subkind": {
              "name": "Line chart",
              "slug": "line",
              "status": "active",
              "canonId": "019de52c-ff62-778f-8f6c-a952ceae8677",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "line",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.191+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "fed25427-3f58-4517-9644-5b7f15424742",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.35,
            "w": 0.2,
            "x": 0.51,
            "y": 0.24
          },
          "kind": "image",
          "text": "Columbia Journalism Review article snippet",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.191+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "de317278-1636-4bf0-9276-049629d25041",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.3,
            "x": 0.15,
            "y": 0.25
          },
          "kind": "list",
          "text": "Benchmarks are shifting to measuring how well agents use tools and handle end-to-end tasks over time within different domains",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.191+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "1f382b96-5ae4-4f99-b1bc-ac5954c1bfa4",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.3,
            "x": 0.15,
            "y": 0.45
          },
          "kind": "list",
          "text": "New test cases emphasize edge scenarios like missing tools, irrelevant queries, and incomplete inputs to probe agent robustness",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.191+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "6c67391e-d0e4-47e8-bfd8-582f78a0079f",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.3,
            "x": 0.15,
            "y": 0.65
          },
          "kind": "list",
          "text": "Increasing focus on multi-turn tasks requires agents to manage context, sequence actions, and adapt to evolving goals (e.g. ML training)",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.191+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "c76b6ee9-4817-45fb-8626-b1113de12c9c",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "metric",
          "text": "Average Normalized Score",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Metric",
              "slug": "metric",
              "status": "active",
              "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d",
              "version": 1,
              "description": "Big-number or KPI value."
            },
            "tool": {
              "name": "Quantification",
              "slug": "quantification",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88",
              "version": 1,
              "bodyDocId": null,
              "description": "Translating a claim into numbers, charts, or tables.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:17+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887d-845219fd3cc6",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "quote",
          "text": "“AI Search Has a Citation Problem: We Compared Eight AI Search Engines. They’re All Bad at Citing News.” Columbia Journalism Review",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Quote",
              "slug": "quote",
              "status": "active",
              "canonId": "019de52c-f8fb-751e-8bc6-d58e2d59562a",
              "version": 1,
              "description": "Pull quote or testimonial."
            },
            "tool": {
              "name": "Authority citation",
              "slug": "authority-citation",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-49ae-7557-89ad-3fca70469b45",
              "version": 1,
              "bodyDocId": null,
              "description": "Quoting an authority figure, study, or precedent to lend weight.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:17+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887d-827c7fb2f88c",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.6,
            "x": 0.05,
            "y": 0.94
          },
          "kind": "source-note",
          "text": "Source: AI Search Has A Citation Problem - Columbia Journalism Review; Galileo AI; Scale AI; BCG analysis; Expert interviews",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.191+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "dbe46997-09ef-44fe-813a-4ab13e442883",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.04,
            "w": 0.5,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Benchmarks and studies are exploring agent reliability",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.191+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "0ec4f436-f889-45c2-8ff1-d71ef687db53",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Aha! Moment",
            "slug": "aha-moment",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-a5b5-7763-820e-b299c5f27a32",
            "version": 1,
            "bodyDocId": null,
            "description": "The moment when the audience realizes the value - design for insight revelation",
            "familyLabel": null,
            "categoryName": "Loop",
            "categorySlug": "loop"
          },
          "agent": "Storyteller",
          "layer": "loop",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-9c592c5ac8f4",
          "evidence": "First page of the aha-moment loop sets up the question to be revealed",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 14,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-94f7ace1e579",
          "evidence": "Title 'Benchmarks and studies are exploring agent reliability'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 14,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Authority Bias",
            "slug": "authority-bias",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-c38d-70b9-a284-b2b479763356",
            "version": 1,
            "bodyDocId": null,
            "description": "Expert opinions are weighted more heavily - cite credible sources",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Architect",
            "Storyteller"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-9bd241ae8cb9",
          "evidence": "References RE-Bench and frontier-AI evaluation literature",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 14,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "List presentation",
            "slug": "list-presentation",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd9e1-4ef7-777d-ba68-9074c2b3bcf1",
            "version": 1,
            "bodyDocId": null,
            "description": "Bulleted, numbered, or checklist enumerations.",
            "familyLabel": null,
            "categoryName": null,
            "categorySlug": null
          },
          "agent": null,
          "layer": "slide",
          "agents": null,
          "matchId": "70bd8477-11bb-4581-8c2d-8148bdb5dba1",
          "evidence": "The slide contains a list/bullet points with text.",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 0.7,
          "extraction": {
            "at": "2026-07-16 21:58:18.267404+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 14,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": "common",
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 17,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 10,
          "name": "Problem & Complication",
          "beatId": "019dd95a-0682-776c-8e39-efdc0c3bfe92",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Problem & Complication",
            "slug": "consultants-gambit-problem-complication",
            "status": "active",
            "canonId": "019dd9b8-064a-777f-a374-e9a8c43dedd4",
            "version": 1,
            "description": null
          },
          "evidence": "PMF reached only narrowly; 6-dim assessment exposes capability gaps",
          "position": 2,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Complication",
            "slug": "complication",
            "status": "active",
            "canonId": "019dd9b8-0275-7709-b2d6-4f77c3fc7579",
            "version": 1,
            "description": "The point in the narrative where the audience should feel discomfort. Required for argumentative arcs."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 17,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 13,
          "name": "The Implications (So What)",
          "beatId": "019dd95a-0682-776c-8e3a-022aa9a7736c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Implications (So What)",
            "slug": "triple-take-the-implications-so-what",
            "status": "active",
            "canonId": "019dd9b8-09c7-75cd-8c7b-ae0e23cca2b8",
            "version": 1,
            "description": null
          },
          "evidence": "Section 03 reliability benchmarks and BCG capability framework",
          "position": 2,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Reflection",
            "slug": "reflection",
            "status": "active",
            "canonId": "019dd9b8-0510-73fd-8d00-1c7e45f7bc98",
            "version": 1,
            "description": "The \"so what\" beat. Used by analytical arcs (Triple-take, Onion) and learning arcs (Voyage-return, Tragedy)."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 15,
          "from": 14,
          "loop": {
            "name": "03_aha_moment",
            "slug": "03-aha-moment",
            "status": "active",
            "bestFor": "Data-heavy sections, research findings, analytical arguments",
            "canonId": "019dd956-66f4-7668-ab25-cec9c996c0bc",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Problem/Question -> What the Data Shows -> The Insight",
            "description": "Establish a tension, present data, then deliver the insight that changes everything",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-f64c44f43b3b",
          "evidence": "p14 sets up agent benchmarks; p15 reveals METR exponential with 'month-long projects' dark callout",
          "position": 3,
          "objective": "Reveal the 7-month doubling capability insight",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 15,
      "type": "analysis",
      "title": "The chart uses a logarithmic scale for task duration over time.",
      "function": "quantify_impact",
      "rawType": "industry_trends",
      "block": null,
      "metadata": {
        "slideType": "industry_trends",
        "slideTypeCanon": {
          "name": "Industry trends",
          "slug": "industry_trends",
          "status": "active",
          "canonId": "019de52d-0b1d-7705-a0e0-c663199cd1fa",
          "version": 1,
          "description": null
        },
        "function": "quantify_impact",
        "functionCanon": {
          "name": "Quantify impact",
          "slug": "quantify_impact",
          "status": "active",
          "canonId": "019de52d-1630-720d-b57d-fa7f76bebd8d",
          "version": 1,
          "description": null
        },
        "density": "dense",
        "densityScore": 56,
        "componentCount": 6,
        "textChars": 658,
        "nDataPoints": 8,
        "notes": "The chart uses a logarithmic scale for task duration over time.",
        "elementsJson": [
          "headline_text",
          "paragraph",
          "line_chart",
          "callout_box",
          "footnote"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:10.653+00",
          "seconds": 2.843,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/15",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-15",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.25,
            "w": 0.25,
            "x": 0.7,
            "y": 0.54
          },
          "kind": "callout",
          "text": "If the trend continues to the end of this decade, AI systems will be capable of autonomously carrying out month-long projects",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": null,
            "subkind": {
              "name": "Primary callout",
              "slug": "primary",
              "status": "active",
              "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.653+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "3e113da4-195c-4fe7-89ef-5ba31b7c6218",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.5,
            "w": 0.49,
            "x": 0.29,
            "y": 0.21
          },
          "kind": "chart",
          "text": "The length of tasks AIs can do is doubling every 7 months",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Chart",
              "slug": "chart",
              "status": "active",
              "canonId": "019de52c-f9a0-76ef-adc6-0b859109d1f8",
              "version": 1,
              "description": "Quantitative chart."
            },
            "tool": null,
            "subkind": {
              "name": "Scatter plot",
              "slug": "scatter",
              "status": "active",
              "canonId": "019de52d-007d-72ec-8689-c79fb78e21a2",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "scatter",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.653+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "60efaa19-8fa0-464e-91dc-4ca2460e2607",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "metric",
          "text": "Task length (at 50% success rate): 7 months",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Metric",
              "slug": "metric",
              "status": "active",
              "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d",
              "version": 1,
              "description": "Big-number or KPI value."
            },
            "tool": {
              "name": "Quantification",
              "slug": "quantification",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88",
              "version": 1,
              "bodyDocId": null,
              "description": "Translating a claim into numbers, charts, or tables.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:17+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887d-629af5cbab96",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.3,
            "w": 0.25,
            "x": 0.05,
            "y": 0.21
          },
          "kind": "paragraph",
          "text": "Current SOTA models are capable of some tasks that take even expert humans hours, but can only reliably complete tasks of up to a few minutes long. Length of addressable tasks with 50% reliability has been doubling approximately every 7 months for the last 6 years",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.653+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "52dfba9f-4755-4702-9955-946940fff9eb",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.6,
            "x": 0.05,
            "y": 0.88
          },
          "kind": "source-note",
          "text": "Source: Measuring AI Ability to Complete Long Tasks arXiv:2503.14499 [cs.AI]; Illustrative diagram",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.653+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "905fa88f-f3eb-4e78-af64-b8d270694d12",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.7,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Today, AI Agents can reach '1h' of automation - doubling every 7 months",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.653+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "7c4edf2e-de6d-4271-baa1-801189b6dc12",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-a2c496366854",
          "evidence": "Title quotes the insight verbatim: '1h of automation - doubling every 7 months'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 90,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 15,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Annotation",
            "slug": "annotation",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-b5b9-7668-bf0e-3af99823ec5c",
            "version": 1,
            "bodyDocId": null,
            "description": "Adding explanatory labels to highlight key data points",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-a6b56edba770",
          "evidence": "Chart annotated with model labels GPT 2/3/3.5/4/4o, o1, Sonnet 3.7",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 15,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Concrete Language",
            "slug": "concrete-language",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-bcd4-7398-9723-6aa72346170b",
            "version": 1,
            "bodyDocId": null,
            "description": "Using specific sensory details instead of abstract terms",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-ad87b73c9e94",
          "evidence": "Numbers: 1h, 7 months, 6 years",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 15,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Von Restorff Effect",
            "slug": "von-restorff-effect",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-beab-73d8-9f62-30d0332e926e",
            "version": 1,
            "bodyDocId": null,
            "description": "Items that stand out are noticed and remembered - make key points visually distinct",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-ab8dd8d6ada6",
          "evidence": "Dark callout box on right ('month-long projects') breaks the pale layout",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 15,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "019dd95a-1ca5-70bb-bba3-67bd8996a8c5",
          "evidence": "Chart titled 'The length of tasks AIs can do is doubling every 7 months' sourced to METR",
          "framework": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:34.826634+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 15,
          "frameworkName": "METR Task-Length Doubling Trend"
        }
      ],
      "arcBeats": [
        {
          "to": 17,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 10,
          "name": "Problem & Complication",
          "beatId": "019dd95a-0682-776c-8e39-efdc0c3bfe92",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Problem & Complication",
            "slug": "consultants-gambit-problem-complication",
            "status": "active",
            "canonId": "019dd9b8-064a-777f-a374-e9a8c43dedd4",
            "version": 1,
            "description": null
          },
          "evidence": "PMF reached only narrowly; 6-dim assessment exposes capability gaps",
          "position": 2,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Complication",
            "slug": "complication",
            "status": "active",
            "canonId": "019dd9b8-0275-7709-b2d6-4f77c3fc7579",
            "version": 1,
            "description": "The point in the narrative where the audience should feel discomfort. Required for argumentative arcs."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 17,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 13,
          "name": "The Implications (So What)",
          "beatId": "019dd95a-0682-776c-8e3a-022aa9a7736c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Implications (So What)",
            "slug": "triple-take-the-implications-so-what",
            "status": "active",
            "canonId": "019dd9b8-09c7-75cd-8c7b-ae0e23cca2b8",
            "version": 1,
            "description": null
          },
          "evidence": "Section 03 reliability benchmarks and BCG capability framework",
          "position": 2,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Reflection",
            "slug": "reflection",
            "status": "active",
            "canonId": "019dd9b8-0510-73fd-8d00-1c7e45f7bc98",
            "version": 1,
            "description": "The \"so what\" beat. Used by analytical arcs (Triple-take, Onion) and learning arcs (Voyage-return, Tragedy)."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 15,
          "from": 14,
          "loop": {
            "name": "03_aha_moment",
            "slug": "03-aha-moment",
            "status": "active",
            "bestFor": "Data-heavy sections, research findings, analytical arguments",
            "canonId": "019dd956-66f4-7668-ab25-cec9c996c0bc",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Problem/Question -> What the Data Shows -> The Insight",
            "description": "Establish a tension, present data, then deliver the insight that changes everything",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-f64c44f43b3b",
          "evidence": "p14 sets up agent benchmarks; p15 reveals METR exponential with 'month-long projects' dark callout",
          "position": 3,
          "objective": "Reveal the 7-month doubling capability insight",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 16,
      "type": "appendix",
      "title": "The slide presents a proprietary BCG framework for AI agent evaluation.",
      "function": "present_framework",
      "rawType": "other",
      "block": null,
      "metadata": {
        "slideType": "other",
        "slideTypeCanon": {
          "name": "Other (fallback)",
          "slug": "other",
          "status": "active",
          "canonId": "019de52d-0af5-71ed-83de-d51ae245fc43",
          "version": 1,
          "description": null
        },
        "function": "present_framework",
        "functionCanon": {
          "name": "Present framework",
          "slug": "present_framework",
          "status": "active",
          "canonId": "019de52d-1403-7667-9100-d2ac6709f750",
          "version": 1,
          "description": null
        },
        "density": "balanced",
        "densityScore": 28,
        "componentCount": 5,
        "textChars": 320,
        "nDataPoints": 0,
        "notes": "The slide presents a proprietary BCG framework for AI agent evaluation.",
        "elementsJson": [
          "headline_text",
          "numbered_list",
          "icon_grid"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:10.226+00",
          "seconds": 2.405,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/16",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-16",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.5,
            "w": 0.9,
            "x": 0.05,
            "y": 0.25
          },
          "kind": "framework",
          "text": "BCG Agent Assessment Framework",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Framework",
              "slug": "framework",
              "status": "active",
              "canonId": "019de52c-fa18-77c6-b10a-ccb8277ac0fa",
              "version": 1,
              "description": "Named conceptual framework instance."
            },
            "tool": null,
            "subkind": {
              "name": "Framework instance",
              "slug": "instance",
              "status": "active",
              "canonId": "019de52d-05a2-72af-be0b-7edc60708a03",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "instance",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.226+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "76e51ba2-6927-4be3-8154-3b7d795b1ebb",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.4,
            "w": 0.9,
            "x": 0.05,
            "y": 0.3
          },
          "kind": "list",
          "text": "1. Reasoning & Planning; 2. Task autonomy & Execution; 3. Memory & Knowledge; 4. Reliability & Safety; 5. Integration & Interoperability; 6. Social understanding",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.226+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "5b3453bb-5ced-4a34-ae24-c87052c1dcf5",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.02,
            "w": 0.2,
            "x": 0.05,
            "y": 0.94
          },
          "kind": "source-note",
          "text": "Source: BCG analysis; Expert interviews",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.226+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "9604ce95-c8ce-4615-8b0e-4a31186554cd",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.6,
            "x": 0.05,
            "y": 0.14
          },
          "kind": "title",
          "text": "The 6 dimensions we use to track Agent performance in 2025",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Action title",
              "slug": "action-title",
              "status": "active",
              "canonId": "019de52c-fb31-734c-a0f5-a3935b73135d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "action-title",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.226+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "01347655-77bb-4518-aa18-3b9bca0673b1",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.04,
            "w": 0.45,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "BCG's Agent Assessment Framework",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.226+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "6c9e0747-65f0-45d6-bd6e-d4dcb99953fa",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Issue Tree",
            "slug": "issue-tree",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-82e3-775d-a2b6-318154564b53",
            "version": 1,
            "bodyDocId": null,
            "description": "Breaking down a problem into component parts systematically",
            "familyLabel": null,
            "categoryName": "Block",
            "categorySlug": "block"
          },
          "agent": "Architect",
          "layer": "block",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-bfc9a63213e3",
          "evidence": "MECE decomposition of 'agent capability' into 6 sub-categories",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 60,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 16,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Chunking",
            "slug": "chunking",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-abab-72ce-b64c-2924cc83cf39",
            "version": 1,
            "bodyDocId": null,
            "description": "Information grouped into chunks is remembered better - structure content in digestible units",
            "familyLabel": null,
            "categoryName": "Loop",
            "categorySlug": "loop"
          },
          "agent": "Architect",
          "layer": "loop",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-b9168006286c",
          "evidence": "Six discrete capability buckets with parallel structure",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 16,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-b119976b7d48",
          "evidence": "Title names the framework: 'BCG's Agent Assessment Framework'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 16,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Visual Hierarchy",
            "slug": "visual-hierarchy",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-b2ca-706b-937f-e52441086fd7",
            "version": 1,
            "bodyDocId": null,
            "description": "Order of perception through Size > Color > Position > Weight > Space",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-b78ff99fdaee",
          "evidence": "Numbered black tiles 1-6 above bold dimension names above descriptions",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 16,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "aa84aef4-2153-4990-a60f-32bb0fb4e5df",
          "evidence": "Explicitly titled as BCG's Agent Assessment Framework with 6 dimensions.",
          "framework": null,
          "confidence": 1,
          "extraction": {
            "at": "2026-05-02 17:40:10.226+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 16,
          "frameworkName": "BCG Agent Assessment Framework"
        },
        {
          "matchId": "019dd95a-1ca5-70bb-bba3-6b3837feb0da",
          "evidence": "Title names the framework; subtitle '6 dimensions we use to track Agent performance'",
          "framework": null,
          "confidence": 95,
          "extraction": {
            "at": "2026-04-29 13:07:34.826634+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 16,
          "frameworkName": "BCG's Agent Assessment Framework"
        }
      ],
      "arcBeats": [
        {
          "to": 17,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 10,
          "name": "Problem & Complication",
          "beatId": "019dd95a-0682-776c-8e39-efdc0c3bfe92",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Problem & Complication",
            "slug": "consultants-gambit-problem-complication",
            "status": "active",
            "canonId": "019dd9b8-064a-777f-a374-e9a8c43dedd4",
            "version": 1,
            "description": null
          },
          "evidence": "PMF reached only narrowly; 6-dim assessment exposes capability gaps",
          "position": 2,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Complication",
            "slug": "complication",
            "status": "active",
            "canonId": "019dd9b8-0275-7709-b2d6-4f77c3fc7579",
            "version": 1,
            "description": "The point in the narrative where the audience should feel discomfort. Required for argumentative arcs."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 17,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 13,
          "name": "The Implications (So What)",
          "beatId": "019dd95a-0682-776c-8e3a-022aa9a7736c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Implications (So What)",
            "slug": "triple-take-the-implications-so-what",
            "status": "active",
            "canonId": "019dd9b8-09c7-75cd-8c7b-ae0e23cca2b8",
            "version": 1,
            "description": null
          },
          "evidence": "Section 03 reliability benchmarks and BCG capability framework",
          "position": 2,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Reflection",
            "slug": "reflection",
            "status": "active",
            "canonId": "019dd9b8-0510-73fd-8d00-1c7e45f7bc98",
            "version": 1,
            "description": "The \"so what\" beat. Used by analytical arcs (Triple-take, Onion) and learning arcs (Voyage-return, Tragedy)."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 17,
          "from": 16,
          "loop": {
            "name": "48_capability_gap",
            "slug": "48-capability-gap",
            "status": "active",
            "bestFor": "M&A strategy, digital transformation, organizational design",
            "canonId": "019dd956-7967-72d8-af8c-67c97d61c03b",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "Required Capabilities -> Current State -> The Gap -> Build vs Buy vs Partner Decision",
            "description": "Compare required capabilities vs. current capabilities to define the build/buy/partner decision",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-fbe911d5d520",
          "evidence": "p16 defines 6 dimensions; p17 plots Low/Med/High maturity per dimension with limitations and what-needs-to-happen",
          "position": 4,
          "objective": "Diagnose where agents fall short across 6 capabilities",
          "confidence": 78,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 17,
      "type": "analysis",
      "title": "The slide uses a maturity model framework to map current AI agent capabilities against future requirements.",
      "function": "diagnose",
      "rawType": "maturity_model",
      "block": null,
      "metadata": {
        "slideType": "maturity_model",
        "slideTypeCanon": null,
        "function": "diagnose",
        "functionCanon": {
          "name": "Diagnose",
          "slug": "diagnose",
          "status": "active",
          "canonId": "019de52d-1657-7223-acc5-7437d878c850",
          "version": 1,
          "description": null
        },
        "density": "balanced",
        "densityScore": 26,
        "componentCount": 4,
        "textChars": 410,
        "nDataPoints": 0,
        "notes": "The slide uses a maturity model framework to map current AI agent capabilities against future requirements.",
        "elementsJson": [
          "headline_text",
          "action_title",
          "data_table",
          "bullet_list",
          "footnote"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:12.19+00",
          "seconds": 4.367,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/17",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-17",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.65,
            "w": 0.9,
            "x": 0.05,
            "y": 0.2
          },
          "kind": "framework",
          "text": "Maturity model of 6 AI agent capabilities",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Framework",
              "slug": "framework",
              "status": "active",
              "canonId": "019de52c-fa18-77c6-b10a-ccb8277ac0fa",
              "version": 1,
              "description": "Named conceptual framework instance."
            },
            "tool": null,
            "subkind": {
              "name": "Framework instance",
              "slug": "instance",
              "status": "active",
              "canonId": "019de52d-05a2-72af-be0b-7edc60708a03",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "instance",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.19+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "6f643cb3-5fab-474b-badb-ce6dd8d8a63b",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.3,
            "x": 0.05,
            "y": 0.86
          },
          "kind": "legend",
          "text": "Perceived maturity by AI experts; Divergent expert perspective",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Legend",
              "slug": "legend",
              "status": "active",
              "canonId": "31361933-3d22-4c70-bbad-0801e9fffc0c",
              "version": 1,
              "description": "Color/symbol decoder placed adjacent to a chart or diagram."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.19+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "03da9929-6b4f-4456-b935-ccdbc4fb8e9c",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.6,
            "x": 0.05,
            "y": 0.9
          },
          "kind": "paragraph",
          "text": "Source: BCG analysis; Expert interviews. 1. To tools & data; 2. Ability to use long-context windows, recall accuracy from training data, knowledge consciousness and ability to know when to call external tools, intra-session memory (learning)",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.19+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "68302001-1f4c-473d-be68-4a1d6c58c9ef",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.04,
            "w": 0.6,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Constrained agents working today, but full autonomy on the horizon",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.19+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "83b9cfcb-c6d1-4872-ad7e-fc8ce63565cc",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-c17ebf5d52f1",
          "evidence": "Title 'Constrained agents working today, but full autonomy on the horizon'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 17,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Data-Ink Ratio",
            "slug": "data-ink-ratio",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-afc8-70da-b378-92834d36fde6",
            "version": 1,
            "bodyDocId": null,
            "description": "Maximize data, minimize non-data ink - remove chartjunk and decoration",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-cc4b1f7cd56e",
          "evidence": "Clean three-row matrix without chartjunk",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": null,
          "confidence": 60,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 17,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Law of Similarity",
            "slug": "law-of-similarity",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-c025-70d9-a411-8efa41ae179b",
            "version": 1,
            "bodyDocId": null,
            "description": "Similar-looking elements perceived as related - consistent styling for related concepts",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-cb86aca7e43f",
          "evidence": "Consistent grid styling makes the six dimensions read as a unified comparison",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 17,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Maturity model",
            "slug": "maturity-model",
            "status": "active",
            "bestFor": null,
            "canonId": "019de52d-1923-75fc-9be0-131883ed3458",
            "version": 1,
            "bodyDocId": null,
            "description": null,
            "familyLabel": null,
            "categoryName": null,
            "categorySlug": null
          },
          "agent": null,
          "layer": "slide",
          "agents": null,
          "matchId": "bb51bf1a-3129-4bd2-84cb-2f4add3982a1",
          "evidence": "The slide is a maturity model.",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 0.9,
          "extraction": {
            "at": "2026-07-16 21:58:18.435412+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 17,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Small Multiples",
            "slug": "small-multiples",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-b32d-7586-b368-baa1dd388ed4",
            "version": 1,
            "bodyDocId": null,
            "description": "Repeating similar charts for comparison across categories or time",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-c7134d5a461e",
          "evidence": "Six parallel columns each with maturity bar + limitations + needed evolution",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 17,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "019dd95a-1ca5-70bb-bba3-6f1ec110702c",
          "evidence": "Same six dimensions plotted across maturity / limitations / next steps",
          "framework": null,
          "confidence": 90,
          "extraction": {
            "at": "2026-04-29 13:07:34.826634+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 17,
          "frameworkName": "BCG's Agent Assessment Framework"
        },
        {
          "matchId": "4bb6cfa6-ff48-4813-925b-959ea34d1007",
          "evidence": "The slide maps 6 capabilities across a maturity spectrum with current limitations and future requirements.",
          "framework": null,
          "confidence": 1,
          "extraction": {
            "at": "2026-05-02 17:40:12.19+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 17,
          "frameworkName": "maturity-model"
        }
      ],
      "arcBeats": [
        {
          "to": 17,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 10,
          "name": "Problem & Complication",
          "beatId": "019dd95a-0682-776c-8e39-efdc0c3bfe92",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Problem & Complication",
            "slug": "consultants-gambit-problem-complication",
            "status": "active",
            "canonId": "019dd9b8-064a-777f-a374-e9a8c43dedd4",
            "version": 1,
            "description": null
          },
          "evidence": "PMF reached only narrowly; 6-dim assessment exposes capability gaps",
          "position": 2,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Complication",
            "slug": "complication",
            "status": "active",
            "canonId": "019dd9b8-0275-7709-b2d6-4f77c3fc7579",
            "version": 1,
            "description": "The point in the narrative where the audience should feel discomfort. Required for argumentative arcs."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 17,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 13,
          "name": "The Implications (So What)",
          "beatId": "019dd95a-0682-776c-8e3a-022aa9a7736c",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Implications (So What)",
            "slug": "triple-take-the-implications-so-what",
            "status": "active",
            "canonId": "019dd9b8-09c7-75cd-8c7b-ae0e23cca2b8",
            "version": 1,
            "description": null
          },
          "evidence": "Section 03 reliability benchmarks and BCG capability framework",
          "position": 2,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Reflection",
            "slug": "reflection",
            "status": "active",
            "canonId": "019dd9b8-0510-73fd-8d00-1c7e45f7bc98",
            "version": 1,
            "description": "The \"so what\" beat. Used by analytical arcs (Triple-take, Onion) and learning arcs (Voyage-return, Tragedy)."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 17,
          "from": 16,
          "loop": {
            "name": "48_capability_gap",
            "slug": "48-capability-gap",
            "status": "active",
            "bestFor": "M&A strategy, digital transformation, organizational design",
            "canonId": "019dd956-7967-72d8-af8c-67c97d61c03b",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "Required Capabilities -> Current State -> The Gap -> Build vs Buy vs Partner Decision",
            "description": "Compare required capabilities vs. current capabilities to define the build/buy/partner decision",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-fbe911d5d520",
          "evidence": "p16 defines 6 dimensions; p17 plots Low/Med/High maturity per dimension with limitations and what-needs-to-happen",
          "position": 4,
          "objective": "Diagnose where agents fall short across 6 capabilities",
          "confidence": 78,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 18,
      "type": "setup",
      "function": "transition",
      "rawType": "section_divider",
      "block": null,
      "metadata": {
        "slideType": "section_divider",
        "slideTypeCanon": {
          "name": "Section divider",
          "slug": "section_divider",
          "status": "active",
          "canonId": "019de52d-066a-7402-9554-6ae504999041",
          "version": 1,
          "description": null
        },
        "function": "transition",
        "functionCanon": {
          "name": "Transition",
          "slug": "transition",
          "status": "active",
          "canonId": "019de52d-1365-7149-92aa-66df859e75fd",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 1,
        "componentCount": 1,
        "textChars": 35,
        "nDataPoints": 0,
        "notes": null,
        "elementsJson": [
          "big_number"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:09.938+00",
          "seconds": 2.103,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/18",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-18",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.188,
            "w": 0.405,
            "x": 0.076,
            "y": 0.406
          },
          "kind": "title",
          "text": "04 MCP’s role and building at scale",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:09.938+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "739c83ed-db49-42ad-9a01-0ce429e41625",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Section divider",
            "slug": "section-divider",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd9e1-4c66-707d-8d1f-6e14547134c7",
            "version": 1,
            "bodyDocId": null,
            "description": "A transitional slide marking the start of a new section.",
            "familyLabel": null,
            "categoryName": null,
            "categorySlug": null
          },
          "agent": null,
          "layer": "slide",
          "agents": null,
          "matchId": "98d87ee0-8956-422f-a424-107324d838dd",
          "evidence": "The slide is a section divider.",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 0.9,
          "extraction": {
            "at": "2026-07-16 21:58:18.50867+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 18,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": "common",
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 23,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "Solution & Approach",
          "beatId": "019dd95a-0682-776c-8e39-f35192ff20f5",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Solution & Approach",
            "slug": "consultants-gambit-solution-approach",
            "status": "active",
            "canonId": "019dd9b8-071c-7161-9184-580fdac7a4f9",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 introduces MCP and how it slots into enterprise architecture",
          "position": 3,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Turn",
            "slug": "turn",
            "status": "active",
            "canonId": "019dd9b8-0396-702b-ac2f-9901f8dd8b54",
            "version": 1,
            "description": "The pivot — solution proposed, catalyst introduced, decision made. Common (15/20 arcs) but not universal: Triple-take, AIDA, PAS, Voyage-return and Pixar substitute it with a strong reflection or development beat."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 27,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "The Action (Now What)",
          "beatId": "019dd95a-0682-776c-8e3a-0662ddf93f56",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Action (Now What)",
            "slug": "triple-take-the-action-now-what",
            "status": "active",
            "canonId": "019dd9b8-0a5e-735a-bf53-3a1ba629b7aa",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
          "position": 3,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [],
      "locked": true
    },
    {
      "page": 19,
      "type": "appendix",
      "title": "The slide uses a layered architecture diagram to explain the MCP protocol stack.",
      "function": "present_framework",
      "rawType": "other",
      "block": null,
      "metadata": {
        "slideType": "other",
        "slideTypeCanon": {
          "name": "Other (fallback)",
          "slug": "other",
          "status": "active",
          "canonId": "019de52d-0af5-71ed-83de-d51ae245fc43",
          "version": 1,
          "description": null
        },
        "function": "present_framework",
        "functionCanon": {
          "name": "Present framework",
          "slug": "present_framework",
          "status": "active",
          "canonId": "019de52d-1403-7667-9100-d2ac6709f750",
          "version": 1,
          "description": null
        },
        "density": "balanced",
        "densityScore": 27,
        "componentCount": 4,
        "textChars": 422,
        "nDataPoints": 0,
        "notes": "The slide uses a layered architecture diagram to explain the MCP protocol stack.",
        "elementsJson": [
          "process_diagram",
          "icon_grid"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:13.8+00",
          "seconds": 5.572,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/19",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-19",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.7,
            "w": 0.9,
            "x": 0.05,
            "y": 0.2
          },
          "kind": "diagram",
          "text": "MCP Architecture Diagram",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Process flow",
              "slug": "process",
              "status": "active",
              "canonId": "019de52d-039c-718f-ad3a-efe9c4b3c838",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "process",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.8+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "d76e635e-bb0a-44e0-891d-8fc2e3b13bdd",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.08,
            "w": 0.7,
            "x": 0.05,
            "y": 0.88
          },
          "kind": "disclaimer",
          "text": "1. In many current implementations (e.g., VS Code, Claude Desktop, Cursor), the front-end and MCP client are effectively merged. For custom enterprise deployments—such as those developed by BCG—this separation remains architecturally relevant and often intentional.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Disclaimer",
              "slug": "disclaimer",
              "status": "active",
              "canonId": "91173477-d91f-4024-bbaf-d4f93e3f82dc",
              "version": 1,
              "description": "Legal/cautionary text that occupies most of the body of its slide."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.8+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "367f79c5-40d7-4479-9423-859b16c6047f",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.02,
            "w": 0.3,
            "x": 0.05,
            "y": 0.96
          },
          "kind": "source-note",
          "text": "Source: Anthropic Model Context Protocol; BCG Experience",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.8+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "15c37a6d-9a24-4663-bfaa-a0af467f281b",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.9,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "The Model Context Protocol (MCP) exposes resources, tools and prompts to LLMs",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.8+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "ec7a2504-394c-4ba0-8b3b-d32172653b59",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-d0e09a2d765c",
          "evidence": "Title 'MCP exposes resources, tools and prompts to LLMs' states the architectural so-what",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 19,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Picture Superiority Effect",
            "slug": "picture-superiority-effect",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-c201-7014-bb58-3e85e3e11dfd",
            "version": 1,
            "bodyDocId": null,
            "description": "Pictures remembered 6x better than words - prioritize visuals over text",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-d71b483deabe",
          "evidence": "Layered MCP Clients/Servers/Systems diagram with vendor icons",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 19,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Visual Hierarchy",
            "slug": "visual-hierarchy",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-b2ca-706b-937f-e52441086fd7",
            "version": 1,
            "bodyDocId": null,
            "description": "Order of perception through Size > Color > Position > Weight > Space",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-d87f8eb609f9",
          "evidence": "Three horizontal bands segment Clients/Servers/Systems",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 19,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "8a85bcf0-3d89-44dd-8ae3-20c65f19be0b",
          "evidence": "The diagram depicts a three-tier architecture (Clients, Servers, Systems) connected by a protocol.",
          "framework": null,
          "confidence": 0.9,
          "extraction": {
            "at": "2026-05-02 17:40:13.8+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 19,
          "frameworkName": "layered-architecture"
        },
        {
          "matchId": "019dd95a-1ca5-70bb-bba3-71a7031c5065",
          "evidence": "Layers labelled MCP Clients / MCP Servers / Systems with named primitives Resources, Tools, Prompts, Roots, Sampling",
          "framework": null,
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:34.826634+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 19,
          "frameworkName": "Model Context Protocol Architecture"
        }
      ],
      "arcBeats": [
        {
          "to": 23,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "Solution & Approach",
          "beatId": "019dd95a-0682-776c-8e39-f35192ff20f5",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Solution & Approach",
            "slug": "consultants-gambit-solution-approach",
            "status": "active",
            "canonId": "019dd9b8-071c-7161-9184-580fdac7a4f9",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 introduces MCP and how it slots into enterprise architecture",
          "position": 3,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Turn",
            "slug": "turn",
            "status": "active",
            "canonId": "019dd9b8-0396-702b-ac2f-9901f8dd8b54",
            "version": 1,
            "description": "The pivot — solution proposed, catalyst introduced, decision made. Common (15/20 arcs) but not universal: Triple-take, AIDA, PAS, Voyage-return and Pixar substitute it with a strong reflection or development beat."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 27,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "The Action (Now What)",
          "beatId": "019dd95a-0682-776c-8e3a-0662ddf93f56",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Action (Now What)",
            "slug": "triple-take-the-action-now-what",
            "status": "active",
            "canonId": "019dd9b8-0a5e-735a-bf53-3a1ba629b7aa",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
          "position": 3,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 21,
          "from": 19,
          "loop": {
            "name": "06_zoom_in",
            "slug": "06-zoom-in",
            "status": "active",
            "bestFor": "Technical deep-dives, case studies, detailed analysis",
            "canonId": "019dd956-6846-74db-82be-dff5b058b072",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Big Picture -> Key Area of Focus -> Specific Detail -> Implication",
            "description": "Start broad, then progressively focus on specific details that prove your point",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-fc112746e8be",
          "evidence": "p19 protocol primitives, p20 unified flow, p21 overlays MCP onto 4 of 6 capability gaps",
          "position": 5,
          "objective": "Zoom from MCP overview into mechanics and gap-fit",
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 20,
      "type": "appendix",
      "title": "The slide uses a process flow to explain the technical architecture of MCP.",
      "function": "present_framework",
      "rawType": "other",
      "block": null,
      "metadata": {
        "slideType": "other",
        "slideTypeCanon": {
          "name": "Other (fallback)",
          "slug": "other",
          "status": "active",
          "canonId": "019de52d-0af5-71ed-83de-d51ae245fc43",
          "version": 1,
          "description": null
        },
        "function": "present_framework",
        "functionCanon": {
          "name": "Present framework",
          "slug": "present_framework",
          "status": "active",
          "canonId": "019de52d-1403-7667-9100-d2ac6709f750",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 12,
        "componentCount": 3,
        "textChars": 194,
        "nDataPoints": 0,
        "notes": "The slide uses a process flow to explain the technical architecture of MCP.",
        "elementsJson": [
          "process_diagram",
          "icon_grid"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:10.991+00",
          "seconds": 2.563,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/20",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-20",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.65,
            "w": 0.9,
            "x": 0.05,
            "y": 0.25
          },
          "kind": "diagram",
          "text": "Process flow showing interaction between Application Front-end, MCP Client, LLM, and MCP Servers",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Process flow",
              "slug": "process",
              "status": "active",
              "canonId": "019de52d-039c-718f-ad3a-efe9c4b3c838",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "process",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.991+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "e0e8eeb5-a51f-4ac3-a5b6-0d3875109ce2",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.2,
            "x": 0.05,
            "y": 0.94
          },
          "kind": "source-note",
          "text": "Source: Anthropic Model Context Protocol",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.991+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "aca24ce0-37ad-4079-a748-81f5cfaa962a",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.6,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "MCP unlocks agentic workflows through one unified protocol",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:10.991+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "72c5c0b4-427e-40b8-95b4-2914ca487fa4",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-df05476ca576",
          "evidence": "Title 'MCP unlocks agentic workflows through one unified protocol'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 20,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        }
      ],
      "frameworks": [
        {
          "matchId": "39aa673f-637a-48ef-a2f0-231641ecd129",
          "evidence": "The slide depicts a step-by-step workflow (1-5) between system components.",
          "framework": null,
          "confidence": 0.9,
          "extraction": {
            "at": "2026-05-02 17:40:10.991+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 20,
          "frameworkName": "process"
        }
      ],
      "arcBeats": [
        {
          "to": 23,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "Solution & Approach",
          "beatId": "019dd95a-0682-776c-8e39-f35192ff20f5",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Solution & Approach",
            "slug": "consultants-gambit-solution-approach",
            "status": "active",
            "canonId": "019dd9b8-071c-7161-9184-580fdac7a4f9",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 introduces MCP and how it slots into enterprise architecture",
          "position": 3,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Turn",
            "slug": "turn",
            "status": "active",
            "canonId": "019dd9b8-0396-702b-ac2f-9901f8dd8b54",
            "version": 1,
            "description": "The pivot — solution proposed, catalyst introduced, decision made. Common (15/20 arcs) but not universal: Triple-take, AIDA, PAS, Voyage-return and Pixar substitute it with a strong reflection or development beat."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 27,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "The Action (Now What)",
          "beatId": "019dd95a-0682-776c-8e3a-0662ddf93f56",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Action (Now What)",
            "slug": "triple-take-the-action-now-what",
            "status": "active",
            "canonId": "019dd9b8-0a5e-735a-bf53-3a1ba629b7aa",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
          "position": 3,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 21,
          "from": 19,
          "loop": {
            "name": "06_zoom_in",
            "slug": "06-zoom-in",
            "status": "active",
            "bestFor": "Technical deep-dives, case studies, detailed analysis",
            "canonId": "019dd956-6846-74db-82be-dff5b058b072",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Big Picture -> Key Area of Focus -> Specific Detail -> Implication",
            "description": "Start broad, then progressively focus on specific details that prove your point",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-fc112746e8be",
          "evidence": "p19 protocol primitives, p20 unified flow, p21 overlays MCP onto 4 of 6 capability gaps",
          "position": 5,
          "objective": "Zoom from MCP overview into mechanics and gap-fit",
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 21,
      "type": "analysis",
      "title": "The slide uses a numbered list format to map MCP's role against six identified agent capability gaps.",
      "function": "diagnose",
      "rawType": "diagnosis",
      "block": null,
      "metadata": {
        "slideType": "diagnosis",
        "slideTypeCanon": {
          "name": "Diagnosis",
          "slug": "diagnosis",
          "status": "active",
          "canonId": "019de52d-0cd7-7212-898f-0464041ff8d8",
          "version": 1,
          "description": null
        },
        "function": "diagnose",
        "functionCanon": {
          "name": "Diagnose",
          "slug": "diagnose",
          "status": "active",
          "canonId": "019de52d-1657-7223-acc5-7437d878c850",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 12,
        "componentCount": 3,
        "textChars": 203,
        "nDataPoints": 0,
        "notes": "The slide uses a numbered list format to map MCP's role against six identified agent capability gaps.",
        "elementsJson": [
          "headline_text",
          "icon_grid",
          "comparison_table"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:13.239+00",
          "seconds": 4.734,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/21",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-21",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.03,
            "w": 0.1,
            "x": 0.05,
            "y": 0.94
          },
          "kind": "source-note",
          "text": "Source: BCG",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.239+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "cdcd0ace-df49-497f-ba4b-6309d2514055",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.6,
            "w": 0.9,
            "x": 0.05,
            "y": 0.25
          },
          "kind": "table",
          "text": "A 6-column table mapping capabilities (Reasoning, Task autonomy, Memory, Reliability, Integration, Social) to MCP's role.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Table",
              "slug": "table",
              "status": "active",
              "canonId": "019de52c-f9c8-7148-8119-eaac9594cd28",
              "version": 1,
              "description": "Tabular data layout."
            },
            "tool": null,
            "subkind": {
              "name": "Data table",
              "slug": "data",
              "status": "active",
              "canonId": "019de52d-02d5-75b8-8abf-88e92bf63569",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "data",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.239+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "48aaa736-83d3-4894-9384-7eb844659b1c",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.8,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "MCP addresses 4 of the 6 capabilities seen as lacking in today's agents",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.239+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "10c672c1-55d9-4ac1-9f71-46c96909df14",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Callback",
            "slug": "callback",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-a3a9-708f-b4a3-d3da2181c576",
            "version": 1,
            "bodyDocId": null,
            "description": "Referencing earlier content for payoff and cohesion",
            "familyLabel": null,
            "categoryName": "Loop",
            "categorySlug": "loop"
          },
          "agent": "Storyteller",
          "layer": "loop",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-1150e6af6d7f",
          "evidence": "Reuses the exact 6-dimension framework introduced on p16",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 21,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-1155-76cc-9e44-e1753cdefb15",
          "evidence": "Title 'MCP addresses 4 of the 6 capabilities seen as lacking'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:31.923761+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 21,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Color Strategy",
            "slug": "color-strategy",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-b202-77cf-8a6e-f445b08c0fd3",
            "version": 1,
            "bodyDocId": null,
            "description": "Using color for emphasis, categories, sentiment, and hierarchy",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-0873723ce1d9",
          "evidence": "Columns 4 and 6 greyed out to mark capabilities MCP does not solve",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 21,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Contrast Principle",
            "slug": "contrast-principle",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-bf0f-73ae-b9df-e60508cdaa65",
            "version": 1,
            "bodyDocId": null,
            "description": "Higher visual weight draws attention - use contrast strategically for emphasis",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-0c224b3065ef",
          "evidence": "Active vs muted columns sharpen the 4-of-6 claim",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 21,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Table data",
            "slug": "table-data",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd9e1-4fab-7168-a82f-b847350a006d",
            "version": 1,
            "bodyDocId": null,
            "description": "Tabular layouts of structured data.",
            "familyLabel": null,
            "categoryName": null,
            "categorySlug": null
          },
          "agent": null,
          "layer": "slide",
          "agents": null,
          "matchId": "a47a4e26-64f9-4601-a775-7291b5d1f520",
          "evidence": "The slide contains a table/data.",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 0.7,
          "extraction": {
            "at": "2026-07-16 21:58:18.658496+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 21,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": "common",
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "019dd95a-1ca5-70bb-bba3-769690333013",
          "evidence": "Six dimensions reused with 'MCP's Role' overlay",
          "framework": null,
          "confidence": 88,
          "extraction": {
            "at": "2026-04-29 13:07:34.826634+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 21,
          "frameworkName": "BCG's Agent Assessment Framework"
        },
        {
          "matchId": "1230cdb0-0aae-4184-882f-9314d31fc1ed",
          "evidence": "Numbered list used to structure capability gaps and solutions.",
          "framework": null,
          "confidence": 0.9,
          "extraction": {
            "at": "2026-05-02 17:40:13.239+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 21,
          "frameworkName": "list-presentation"
        }
      ],
      "arcBeats": [
        {
          "to": 23,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "Solution & Approach",
          "beatId": "019dd95a-0682-776c-8e39-f35192ff20f5",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Solution & Approach",
            "slug": "consultants-gambit-solution-approach",
            "status": "active",
            "canonId": "019dd9b8-071c-7161-9184-580fdac7a4f9",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 introduces MCP and how it slots into enterprise architecture",
          "position": 3,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Turn",
            "slug": "turn",
            "status": "active",
            "canonId": "019dd9b8-0396-702b-ac2f-9901f8dd8b54",
            "version": 1,
            "description": "The pivot — solution proposed, catalyst introduced, decision made. Common (15/20 arcs) but not universal: Triple-take, AIDA, PAS, Voyage-return and Pixar substitute it with a strong reflection or development beat."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 27,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "The Action (Now What)",
          "beatId": "019dd95a-0682-776c-8e3a-0662ddf93f56",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Action (Now What)",
            "slug": "triple-take-the-action-now-what",
            "status": "active",
            "canonId": "019dd9b8-0a5e-735a-bf53-3a1ba629b7aa",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
          "position": 3,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 21,
          "from": 19,
          "loop": {
            "name": "06_zoom_in",
            "slug": "06-zoom-in",
            "status": "active",
            "bestFor": "Technical deep-dives, case studies, detailed analysis",
            "canonId": "019dd956-6846-74db-82be-dff5b058b072",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Big Picture -> Key Area of Focus -> Specific Detail -> Implication",
            "description": "Start broad, then progressively focus on specific details that prove your point",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7df-fc112746e8be",
          "evidence": "p19 protocol primitives, p20 unified flow, p21 overlays MCP onto 4 of 6 capability gaps",
          "position": 5,
          "objective": "Zoom from MCP overview into mechanics and gap-fit",
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 22,
      "type": "analysis",
      "title": "The chart uses a line graph to compare Github stars over time for various AI frameworks, highlighting MCP's steep growth trajectory.",
      "function": "summarize",
      "rawType": "industry_trends",
      "block": null,
      "metadata": {
        "slideType": "industry_trends",
        "slideTypeCanon": {
          "name": "Industry trends",
          "slug": "industry_trends",
          "status": "active",
          "canonId": "019de52d-0b1d-7705-a0e0-c663199cd1fa",
          "version": 1,
          "description": null
        },
        "function": "summarize",
        "functionCanon": {
          "name": "Summarize",
          "slug": "summarize",
          "status": "active",
          "canonId": "019de52d-1541-704f-b86f-bf7b75056373",
          "version": 1,
          "description": null
        },
        "density": "dense",
        "densityScore": 68,
        "componentCount": 7,
        "textChars": 859,
        "nDataPoints": 4,
        "notes": "The chart uses a line graph to compare Github stars over time for various AI frameworks, highlighting MCP's steep growth trajectory.",
        "elementsJson": [
          "headline_text",
          "paragraph",
          "line_chart",
          "callout_box",
          "footnote"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:11.68+00",
          "seconds": 3.01,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/22",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-22",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": null,
          "kind": "callout",
          "text": "MCP is becoming the de facto standard by being an AI-native, open protocol backed by Anthropic; leveraging the successful LSP foundations, launching with a full first-party stack, and executing a rapid iterative delivery roadmap.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:18+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887e-4cc3e6630fa3",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.5,
            "w": 0.6,
            "x": 0.05,
            "y": 0.35
          },
          "kind": "chart",
          "text": "AI Frameworks and Protocols, Github Stars (thousands)",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Chart",
              "slug": "chart",
              "status": "active",
              "canonId": "019de52c-f9a0-76ef-adc6-0b859109d1f8",
              "version": 1,
              "description": "Quantitative chart."
            },
            "tool": null,
            "subkind": {
              "name": "Line chart",
              "slug": "line",
              "status": "active",
              "canonId": "019de52c-ff62-778f-8f6c-a952ceae8677",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "line",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.68+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "a4e42350-cb3e-44bc-83c4-92df7c49e026",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.65,
            "w": 0.25,
            "x": 0.7,
            "y": 0.2
          },
          "kind": "list",
          "text": "Timeline of MCP adoption milestones by major AI players",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Timeline item",
              "slug": "timeline-item",
              "status": "active",
              "canonId": "019de52c-fd0e-74ce-9443-440fbd8c23b4",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "timeline-item",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.68+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "bc372541-f096-420c-ba8e-58e6623ed1ab",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "metric",
          "text": "Github Stars",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Metric",
              "slug": "metric",
              "status": "active",
              "canonId": "019de52c-f923-73bf-8081-d0b1a8c5264d",
              "version": 1,
              "description": "Big-number or KPI value."
            },
            "tool": {
              "name": "Quantification",
              "slug": "quantification",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-47ab-72ce-a079-aab1f5299e88",
              "version": 1,
              "bodyDocId": null,
              "description": "Translating a claim into numbers, charts, or tables.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:18+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887e-52d0dbc1cad0",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.1,
            "w": 0.55,
            "x": 0.05,
            "y": 0.18
          },
          "kind": "paragraph",
          "text": "MCP is becoming the de facto standard by being an AI-native, open protocol backed by Anthropic; leveraging the successful LSP foundations, launching with a full first-party stack, and executing a rapid iterative delivery roadmap",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.68+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "50222fa9-0914-4b7f-9716-fa6f3c81c307",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.6,
            "x": 0.05,
            "y": 0.9
          },
          "kind": "source-note",
          "text": "Source: https://star-history.com/. 1. Language Server Protocol enabling development tools to communicate with language-specific servers for features like autocomplete, go-to-definition, and hover documentation 2. Software Development Kit",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.68+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "ce4c7602-7f72-481a-90e4-e6f0b48f3a43",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.5,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "MCP has gained popularity in the AI community",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.68+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "49dc7fd8-7c5a-4d96-bcb5-c47b1a9e35a8",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-1420974c77c4",
          "evidence": "Title 'MCP has gained popularity in the AI community'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 22,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Bandwagon Effect",
            "slug": "bandwagon-effect",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-c742-724e-9623-54fd8878b87b",
            "version": 1,
            "bodyDocId": null,
            "description": "People adopt beliefs proportionally to how many others hold them - show momentum",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-1cc2bd98cb30",
          "evidence": "Frames adoption momentum as reason to participate",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 22,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Social Validation",
            "slug": "social-validation",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-ddaa-77f9-890c-a1cf082c5ccd",
            "version": 1,
            "bodyDocId": null,
            "description": "Showing others have done something, especially similar others",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-18b9faee4243",
          "evidence": "Callout: 'becoming the de facto standard'",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 22,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 23,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "Solution & Approach",
          "beatId": "019dd95a-0682-776c-8e39-f35192ff20f5",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Solution & Approach",
            "slug": "consultants-gambit-solution-approach",
            "status": "active",
            "canonId": "019dd9b8-071c-7161-9184-580fdac7a4f9",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 introduces MCP and how it slots into enterprise architecture",
          "position": 3,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Turn",
            "slug": "turn",
            "status": "active",
            "canonId": "019dd9b8-0396-702b-ac2f-9901f8dd8b54",
            "version": 1,
            "description": "The pivot — solution proposed, catalyst introduced, decision made. Common (15/20 arcs) but not universal: Triple-take, AIDA, PAS, Voyage-return and Pixar substitute it with a strong reflection or development beat."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 27,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "The Action (Now What)",
          "beatId": "019dd95a-0682-776c-8e3a-0662ddf93f56",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Action (Now What)",
            "slug": "triple-take-the-action-now-what",
            "status": "active",
            "canonId": "019dd9b8-0a5e-735a-bf53-3a1ba629b7aa",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
          "position": 3,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 23,
          "from": 22,
          "loop": {
            "name": "15_why_now",
            "slug": "15-why-now",
            "status": "active",
            "bestFor": "Sales pitches, fundraising, requesting immediate budget approval",
            "canonId": "019dd956-6c00-70cd-bd42-6bacc4af726f",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Context (Trends) -> The Trigger Event -> The Window of Opportunity",
            "description": "Create temporal urgency by proving that the window of opportunity is opening or closing",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7e0-0004a5637af7",
          "evidence": "p22 'de facto standard' momentum callout; p23 'how to think about MCP in your architecture'",
          "position": 6,
          "objective": "Justify why MCP adoption window is open now",
          "confidence": 65,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 23,
      "type": "analysis",
      "title": "The slide uses a before-and-after framing to illustrate the architectural benefit of Model Context Protocol (MCP).",
      "function": "diagnose",
      "rawType": "diagnosis",
      "block": null,
      "metadata": {
        "slideType": "diagnosis",
        "slideTypeCanon": {
          "name": "Diagnosis",
          "slug": "diagnosis",
          "status": "active",
          "canonId": "019de52d-0cd7-7212-898f-0464041ff8d8",
          "version": 1,
          "description": null
        },
        "function": "diagnose",
        "functionCanon": {
          "name": "Diagnose",
          "slug": "diagnose",
          "status": "active",
          "canonId": "019de52d-1657-7223-acc5-7437d878c850",
          "version": 1,
          "description": null
        },
        "density": "balanced",
        "densityScore": 38,
        "componentCount": 5,
        "textChars": 555,
        "nDataPoints": 0,
        "notes": "The slide uses a before-and-after framing to illustrate the architectural benefit of Model Context Protocol (MCP).",
        "elementsJson": [
          "process_diagram",
          "paragraph"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:11.636+00",
          "seconds": 2.439,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/23",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-23",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": null,
          "kind": "callout",
          "text": "MCP de-duplicates integration efforts, and enables faster experiments and seamless system upgrades behind the scenes",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:19+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887e-d29c46696c1f",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.7,
            "w": 0.6,
            "x": 0.05,
            "y": 0.2
          },
          "kind": "diagram",
          "text": "Comparison of siloed vs MCP-enabled architecture",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Process flow",
              "slug": "process",
              "status": "active",
              "canonId": "019de52d-039c-718f-ad3a-efe9c4b3c838",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "process",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.636+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "83a06bfb-8d08-4810-a341-3fafad56ad01",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.7,
            "w": 0.28,
            "x": 0.68,
            "y": 0.2
          },
          "kind": "list",
          "text": "MCP de-duplicates integration efforts, and enables faster experiments and seamless system upgrades behind the scenes. MCP doesn't solve all our problems; currently a lot of work still goes into integrating tools as adoption maturity is low. MCP value hinges on the Agents that consume them and broader ecosystem adoption.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.636+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "9aaf4040-eac4-458f-92da-6d814cfb06bf",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.1,
            "x": 0.05,
            "y": 0.94
          },
          "kind": "source-note",
          "text": "Source: BCG",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.636+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "9705372a-3b34-4226-863a-987f7894a1f3",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.6,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "How to think about MCP in the context of your architecture?",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.636+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "a67a7768-56fa-4672-b84d-4c5762367a68",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-2032bcdc2c79",
          "evidence": "Title 'How to think about MCP in the context of your architecture?'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 23,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Metaphor & Analogy",
            "slug": "metaphor-analogy",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-adea-7729-bca1-70810d6238a9",
            "version": 1,
            "bodyDocId": null,
            "description": "Making abstract concepts concrete through familiar comparisons",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-25b018409b4d",
          "evidence": "Frames MCP as a de-duplication layer in the stack",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": null,
          "confidence": 55,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 23,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "9b72cab4-a919-4e52-bffa-83d5603cdde9",
          "evidence": "The slide explicitly contrasts a 'siloed' current state with an 'MCP-enabled' future state.",
          "framework": null,
          "confidence": 1,
          "extraction": {
            "at": "2026-05-02 17:40:11.636+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 23,
          "frameworkName": "before-after-framing"
        }
      ],
      "arcBeats": [
        {
          "to": 23,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "Solution & Approach",
          "beatId": "019dd95a-0682-776c-8e39-f35192ff20f5",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Solution & Approach",
            "slug": "consultants-gambit-solution-approach",
            "status": "active",
            "canonId": "019dd9b8-071c-7161-9184-580fdac7a4f9",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 introduces MCP and how it slots into enterprise architecture",
          "position": 3,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Turn",
            "slug": "turn",
            "status": "active",
            "canonId": "019dd9b8-0396-702b-ac2f-9901f8dd8b54",
            "version": 1,
            "description": "The pivot — solution proposed, catalyst introduced, decision made. Common (15/20 arcs) but not universal: Triple-take, AIDA, PAS, Voyage-return and Pixar substitute it with a strong reflection or development beat."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 27,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "The Action (Now What)",
          "beatId": "019dd95a-0682-776c-8e3a-0662ddf93f56",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Action (Now What)",
            "slug": "triple-take-the-action-now-what",
            "status": "active",
            "canonId": "019dd9b8-0a5e-735a-bf53-3a1ba629b7aa",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
          "position": 3,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 23,
          "from": 22,
          "loop": {
            "name": "15_why_now",
            "slug": "15-why-now",
            "status": "active",
            "bestFor": "Sales pitches, fundraising, requesting immediate budget approval",
            "canonId": "019dd956-6c00-70cd-bd42-6bacc4af726f",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Context (Trends) -> The Trigger Event -> The Window of Opportunity",
            "description": "Create temporal urgency by proving that the window of opportunity is opening or closing",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7e0-0004a5637af7",
          "evidence": "p22 'de facto standard' momentum callout; p23 'how to think about MCP in your architecture'",
          "position": 6,
          "objective": "Justify why MCP adoption window is open now",
          "confidence": 65,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 24,
      "type": "analysis",
      "title": "The slide uses a numbered list to map specific risks to a system architecture diagram.",
      "function": "diagnose",
      "rawType": "risk_register",
      "block": null,
      "metadata": {
        "slideType": "risk_register",
        "slideTypeCanon": {
          "name": "Risk register",
          "slug": "risk_register",
          "status": "active",
          "canonId": "019de52d-0dee-7220-9713-5179f9ebc41c",
          "version": 1,
          "description": null
        },
        "function": "diagnose",
        "functionCanon": {
          "name": "Diagnose",
          "slug": "diagnose",
          "status": "active",
          "canonId": "019de52d-1657-7223-acc5-7437d878c850",
          "version": 1,
          "description": null
        },
        "density": "dense",
        "densityScore": 57,
        "componentCount": 6,
        "textChars": 1052,
        "nDataPoints": 0,
        "notes": "The slide uses a numbered list to map specific risks to a system architecture diagram.",
        "elementsJson": [
          "headline_text",
          "numbered_list",
          "process_diagram",
          "callout_box",
          "footnote"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:11.851+00",
          "seconds": 2.64,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/24",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-24",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.25,
            "w": 0.5,
            "x": 0.46,
            "y": 0.65
          },
          "kind": "callout",
          "text": "Treat all tool logic and servers as untrusted. Enforce OAuth + RBAC on every call, and pin tool versions. Isolate trust domains to prevent cross-server hijacks. Log agent reasoning traces, not just outputs. And don't rely on random GitHub code—verify or build your own.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": null,
            "subkind": {
              "name": "Primary callout",
              "slug": "primary",
              "status": "active",
              "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.851+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "ecc9d0e9-d44d-41d2-8cb7-d9ab0bf91810",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "callout",
          "text": "Treat all tool logic and servers as untrusted. Enforce OAuth + RBAC on every call, and pin tool versions. Isolate trust domains to prevent cross-server hijacks. Log agent reasoning traces, not just outputs.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:19+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887e-b956c895917e",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.55,
            "w": 0.38,
            "x": 0.06,
            "y": 0.25
          },
          "kind": "diagram",
          "text": "Architecture diagram showing Application Front-end, MCP Client, LLM, and MCP Servers",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Process flow",
              "slug": "process",
              "status": "active",
              "canonId": "019de52d-039c-718f-ad3a-efe9c4b3c838",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "process",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.851+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "71fd543e-b046-4d93-bea9-a957744a4467",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.35,
            "w": 0.5,
            "x": 0.46,
            "y": 0.25
          },
          "kind": "list",
          "text": "1. Malicious tools can read and access local credentials... 2. Agents can be vulnerable to invisible tool poisoning... 3. Users may see safe summaries... 4. Tool logic can be altered... 5. One compromised MCP server can influence...",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Numbered list",
              "slug": "numbered",
              "status": "active",
              "canonId": "019de52c-fcc0-7718-a284-a4250c805df2",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "numbered",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.851+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "4d2ca1c0-4a06-40e8-9ff0-02f4d5ffaeb4",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.5,
            "x": 0.05,
            "y": 0.92
          },
          "kind": "source-note",
          "text": "Source: Anthropic; Invariantlabs; BCG Experience. 1. Secure Shell 2. Role based access control. Illustrated agent tool use risks are applicable to any AI agents and not unique to MCP",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.851+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "eedfb01f-0408-40e1-8183-8a4ce539eaee",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.9,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Access to tools creates new risks — security must be foundational, not optional",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.851+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "234afa81-8a95-4f01-ab8b-cb9fad2631b0",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Loss Aversion",
            "slug": "loss-aversion",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-9761-738f-8fd4-558a63ea744a",
            "version": 1,
            "bodyDocId": null,
            "description": "Losses are felt 2x more strongly than equivalent gains - frame stakes as potential loss",
            "familyLabel": null,
            "categoryName": "Block",
            "categorySlug": "block"
          },
          "agent": "Storyteller",
          "layer": "block",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-371cc590ee26",
          "evidence": "Frames MCP integration through what could go wrong",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 60,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 24,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Problem-Agitate-Solve (PAS)",
            "slug": "problem-agitate-solve-pas",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-869f-7564-8d42-de54ed29ab90",
            "version": 1,
            "bodyDocId": null,
            "description": "Identify problem, agitate the pain, present the solution",
            "familyLabel": null,
            "categoryName": "Block",
            "categorySlug": "block"
          },
          "agent": "Storyteller",
          "layer": "block",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-32b27db0c6ae",
          "evidence": "Identifies risk, agitates with prescriptions (OAuth+RBAC, version pinning), prescribes posture",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 60,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 24,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-2a2f9f2a1fbf",
          "evidence": "Title states the rule: 'security must be foundational, not optional'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 24,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Emotional Appeal",
            "slug": "emotional-appeal",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-bde9-7668-8be7-0097678fec59",
            "version": 1,
            "bodyDocId": null,
            "description": "Connecting to audience feelings rather than just logic",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-2e78845bc2b7",
          "evidence": "Language 'untrusted', 'hijacks' invokes risk emotion",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 24,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "cc5c086a-b11f-404f-a05f-a722ff8808de",
          "evidence": "Treat all tool logic and servers as untrusted",
          "framework": null,
          "confidence": 0.9,
          "extraction": {
            "at": "2026-05-02 17:40:11.851+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 24,
          "frameworkName": "zero-trust-security"
        }
      ],
      "arcBeats": [
        {
          "to": 26,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 24,
          "name": "Evidence & Proof",
          "beatId": "019dd95a-0682-776c-8e39-f422f49a28f7",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Evidence & Proof",
            "slug": "consultants-gambit-evidence-proof",
            "status": "active",
            "canonId": "019dd9b8-07b1-7688-8e1e-7637fec3802a",
            "version": 1,
            "description": null
          },
          "evidence": "Security treatment, A2A coexistence, target-state platform diagram",
          "position": 4,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Evidence",
            "slug": "evidence",
            "status": "active",
            "canonId": "019dd9b8-03f9-772a-b84a-4f07b415b77a",
            "version": 1,
            "description": "A dedicated proof beat exists in only ~4 arcs (Gambit, Sequoia, AIDA, Monroes). Other arcs embed evidence inline within development."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 27,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "The Action (Now What)",
          "beatId": "019dd95a-0682-776c-8e3a-0662ddf93f56",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Action (Now What)",
            "slug": "triple-take-the-action-now-what",
            "status": "active",
            "canonId": "019dd9b8-0a5e-735a-bf53-3a1ba629b7aa",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
          "position": 3,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 26,
          "from": 24,
          "loop": {
            "name": "19_pre_mortem",
            "slug": "19-pre-mortem",
            "status": "active",
            "bestFor": "Project kick-offs, risk management, building trust with skeptical stakeholders",
            "canonId": "019dd956-6d75-77bf-a142-91f53ba8df48",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Future Disaster (Hypothetical) -> What Went Wrong -> The Prevention Plan",
            "description": "Build trust by anticipating failure modes before they happen and solving them in advance",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7e0-041d413f6f30",
          "evidence": "p24 security risks, p25 A2A protocol fragmentation warning, p26 future architecture mitigation",
          "position": 7,
          "objective": "Surface failure modes and target-state guardrails",
          "confidence": 62,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 25,
      "type": "analysis",
      "title": "The slide uses a layered architecture diagram to show the relationship between agents, A2A, and MCP servers.",
      "function": "establish_context",
      "rawType": "industry_trends",
      "block": null,
      "metadata": {
        "slideType": "industry_trends",
        "slideTypeCanon": {
          "name": "Industry trends",
          "slug": "industry_trends",
          "status": "active",
          "canonId": "019de52d-0b1d-7705-a0e0-c663199cd1fa",
          "version": 1,
          "description": null
        },
        "function": "establish_context",
        "functionCanon": {
          "name": "Establish context",
          "slug": "establish_context",
          "status": "active",
          "canonId": "019de52d-1314-74e6-9074-d213dc0bdcdf",
          "version": 1,
          "description": null
        },
        "density": "overcrowded",
        "densityScore": 75,
        "componentCount": 8,
        "textChars": 1448,
        "nDataPoints": 0,
        "notes": "The slide uses a layered architecture diagram to show the relationship between agents, A2A, and MCP servers.",
        "elementsJson": [
          "headline_text",
          "process_diagram",
          "paragraph",
          "callout_box",
          "footnote"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:13.308+00",
          "seconds": 3.721,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/25",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-25",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.15,
            "w": 0.3,
            "x": 0.65,
            "y": 0.65
          },
          "kind": "callout",
          "text": "Proceed with curiosity and caution. Protocols like A2A (launched days ago) and IBM's ACP are promising but expect fragmentation, evolving specs, and competing standards",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": null,
            "subkind": {
              "name": "Primary callout",
              "slug": "primary",
              "status": "active",
              "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.308+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "98552568-3146-4b3a-923d-60bf8cd4c62f",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "callout",
          "text": "Proceed with curiosity and caution. Protocols like A2A (launched days ago) and IBM’s ACP are promising but expect fragmentation, evolving specs, and competing standards.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:19+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887e-eaee5e9b92ff",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.6,
            "w": 0.3,
            "x": 0.35,
            "y": 0.25
          },
          "kind": "diagram",
          "text": "Architecture diagram showing Agents, A2A Protocol, MCP Servers, and the AI tech stack layers (AI Platform, Data, Core Transaction Layer, Infra Layer).",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Process flow",
              "slug": "process",
              "status": "active",
              "canonId": "019de52d-039c-718f-ad3a-efe9c4b3c838",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "process",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.308+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "55fa96ce-9d68-446a-80cf-49e9f19bec72",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.28,
            "x": 0.68,
            "y": 0.28
          },
          "kind": "paragraph",
          "text": "A2A and MCP solve different layers of the AI tech stack: A2A handles the dialogue between agents, while MCP enables agents to discover and call each other as resources via AgentCards, and give them access to tools",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.308+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "593a69d7-d5db-4146-aeb4-a85fd7eab93b",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.2,
            "w": 0.28,
            "x": 0.05,
            "y": 0.6
          },
          "kind": "paragraph",
          "text": "Leading agent frameworks including Google's Agent Developer Kit (ADK), CrewAI, LangGraph, and GenKit already have examples integrating A2A into agent building frameworks to enable natural agent-to-agent collaboration with each other",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.308+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "5a051208-a5a4-4230-b806-13f3159fced9",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.28,
            "x": 0.05,
            "y": 0.28
          },
          "kind": "paragraph",
          "text": "A2A defines how agents talk, coordinate, negotiate, and share state—not how they're built. It supports natural communication, plan refinement, task handoffs, and cross-boundary collaboration.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.308+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "87d38f25-09aa-419d-87ac-77bfd14e3427",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.7,
            "x": 0.05,
            "y": 0.9
          },
          "kind": "source-note",
          "text": "Source: Google. 1. Agent Card: A public metadata file (usually at /.well-known/agent.json) describing an agent's capabilities, skills, endpoint URL, and authentication requirements. Clients use this for discovery. 2. Agent Communication Protocol",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.308+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "5c539fe1-413a-4f2d-87c5-8e3833acf336",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.9,
            "x": 0.05,
            "y": 0.08
          },
          "kind": "title",
          "text": "Emerging agent-to-agent protocols, such as Google's A2A, will work alongside MCP",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.308+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "2a86a67f-d19a-47e1-95ec-75d7bbab7679",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-3a9efef48c10",
          "evidence": "Title 'Emerging agent-to-agent protocols ... will work alongside MCP'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 25,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Emotional Appeal",
            "slug": "emotional-appeal",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-bde9-7668-8be7-0097678fec59",
            "version": 1,
            "bodyDocId": null,
            "description": "Connecting to audience feelings rather than just logic",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-3d38672d475b",
          "evidence": "Callout 'Proceed with curiosity and caution'",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 60,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 25,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 26,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 24,
          "name": "Evidence & Proof",
          "beatId": "019dd95a-0682-776c-8e39-f422f49a28f7",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Evidence & Proof",
            "slug": "consultants-gambit-evidence-proof",
            "status": "active",
            "canonId": "019dd9b8-07b1-7688-8e1e-7637fec3802a",
            "version": 1,
            "description": null
          },
          "evidence": "Security treatment, A2A coexistence, target-state platform diagram",
          "position": 4,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Evidence",
            "slug": "evidence",
            "status": "active",
            "canonId": "019dd9b8-03f9-772a-b84a-4f07b415b77a",
            "version": 1,
            "description": "A dedicated proof beat exists in only ~4 arcs (Gambit, Sequoia, AIDA, Monroes). Other arcs embed evidence inline within development."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 27,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "The Action (Now What)",
          "beatId": "019dd95a-0682-776c-8e3a-0662ddf93f56",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Action (Now What)",
            "slug": "triple-take-the-action-now-what",
            "status": "active",
            "canonId": "019dd9b8-0a5e-735a-bf53-3a1ba629b7aa",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
          "position": 3,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 26,
          "from": 24,
          "loop": {
            "name": "19_pre_mortem",
            "slug": "19-pre-mortem",
            "status": "active",
            "bestFor": "Project kick-offs, risk management, building trust with skeptical stakeholders",
            "canonId": "019dd956-6d75-77bf-a142-91f53ba8df48",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Future Disaster (Hypothetical) -> What Went Wrong -> The Prevention Plan",
            "description": "Build trust by anticipating failure modes before they happen and solving them in advance",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7e0-041d413f6f30",
          "evidence": "p24 security risks, p25 A2A protocol fragmentation warning, p26 future architecture mitigation",
          "position": 7,
          "objective": "Surface failure modes and target-state guardrails",
          "confidence": 62,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 26,
      "type": "analysis",
      "title": "The slide uses a layered architecture diagram to illustrate the relationship between Agent Apps, the AI Platform, and LLM Providers.",
      "function": "present_framework",
      "rawType": "market_landscape",
      "block": null,
      "metadata": {
        "slideType": "market_landscape",
        "slideTypeCanon": {
          "name": "Market landscape",
          "slug": "market_landscape",
          "status": "active",
          "canonId": "019de52d-0b6d-75db-a946-9ac362e3afc2",
          "version": 1,
          "description": null
        },
        "function": "present_framework",
        "functionCanon": {
          "name": "Present framework",
          "slug": "present_framework",
          "status": "active",
          "canonId": "019de52d-1403-7667-9100-d2ac6709f750",
          "version": 1,
          "description": null
        },
        "density": "balanced",
        "densityScore": 28,
        "componentCount": 4,
        "textChars": 455,
        "nDataPoints": 0,
        "notes": "The slide uses a layered architecture diagram to illustrate the relationship between Agent Apps, the AI Platform, and LLM Providers.",
        "elementsJson": [
          "headline_text",
          "process_diagram",
          "paragraph",
          "icon_grid"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:12.514+00",
          "seconds": 2.898,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/26",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-26",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.65,
            "w": 0.58,
            "x": 0.37,
            "y": 0.25
          },
          "kind": "diagram",
          "text": "AI Platform architecture diagram",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Value chain",
              "slug": "value-chain",
              "status": "active",
              "canonId": "019de52d-048a-769c-aad6-4abdde7ef317",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "value-chain",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.514+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "f1d2ca38-4417-4497-812b-18516c30f74e",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.6,
            "w": 0.3,
            "x": 0.05,
            "y": 0.25
          },
          "kind": "list",
          "text": "Agent Orchestration: Platform-as-a-service offerings (e.g. Azure AI Foundry, Google Vertex, Amazon Bedrock Agents, Lindy) that enable the creation, orchestration, and deployment of agents through their lifecycle (AgentOps). MCP Registry: Directory service that catalogs, governs, and exposes available MCP servers within an organization",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.514+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "bdbee6a3-3d83-4bc2-a8f4-274e49067677",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.1,
            "x": 0.05,
            "y": 0.95
          },
          "kind": "source-note",
          "text": "Source: BCG",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.514+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "4806fa62-ddd7-4e72-8be1-ee25615a249d",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.9,
            "x": 0.05,
            "y": 0.08
          },
          "kind": "title",
          "text": "Agent orchestration & MCP will be the beating heart of the modern AI company",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.514+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "5a108e2b-62c0-41be-a68a-2b9d4312ab0a",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-40c73ff48606",
          "evidence": "Title 'Agent orchestration & MCP will be the beating heart of the modern AI company'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 26,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Deploy / Reshape / Invent (BCG)",
            "slug": "bcg-deploy-reshape-invent",
            "status": "active",
            "bestFor": null,
            "canonId": "019de52d-2044-72cc-b402-2511b4663d84",
            "version": 1,
            "bodyDocId": null,
            "description": null,
            "familyLabel": null,
            "categoryName": null,
            "categorySlug": null
          },
          "agent": null,
          "layer": "slide",
          "agents": null,
          "matchId": "78a9a3b8-0a68-4831-8cc9-cf9b25b3fe54",
          "evidence": "Source: BCG",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 0.5,
          "extraction": {
            "at": "2026-07-16 21:58:29.671472+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 26,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Metaphor & Analogy",
            "slug": "metaphor-analogy",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-adea-7729-bca1-70810d6238a9",
            "version": 1,
            "bodyDocId": null,
            "description": "Making abstract concepts concrete through familiar comparisons",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-46072d1ce4c7",
          "evidence": "Explicit metaphor 'beating heart of the modern AI company'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 26,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Picture Superiority Effect",
            "slug": "picture-superiority-effect",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-c201-7014-bb58-3e85e3e11dfd",
            "version": 1,
            "bodyDocId": null,
            "description": "Pictures remembered 6x better than words - prioritize visuals over text",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-4962008a6c8d",
          "evidence": "Reference architecture diagram with platform layers and vendor icons",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 26,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Value chain",
            "slug": "value-chain",
            "status": "active",
            "bestFor": null,
            "canonId": "019de52d-1976-775b-9d04-0f230c09ffc6",
            "version": 1,
            "bodyDocId": null,
            "description": null,
            "familyLabel": null,
            "categoryName": null,
            "categorySlug": null
          },
          "agent": null,
          "layer": "slide",
          "agents": null,
          "matchId": "1b6d40a4-0084-4082-8f92-41a60d0eac94",
          "evidence": "AI Platform architecture diagram",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 0.7,
          "extraction": {
            "at": "2026-07-16 21:58:29.63105+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 26,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Visual Hierarchy",
            "slug": "visual-hierarchy",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-b2ca-706b-937f-e52441086fd7",
            "version": 1,
            "bodyDocId": null,
            "description": "Order of perception through Size > Color > Position > Weight > Space",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-4ced5ca6a133",
          "evidence": "Pink-highlighted MCP Registry and Orchestration bar focus the eye",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 26,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "019dd95a-1ca5-70bb-bba3-7b8b1b5809a3",
          "evidence": "Labelled platform stack: Guardrails, Vector DBs, MCP Registry, LLM Gateway, AI Agent Orchestration Platform",
          "framework": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:34.826634+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 26,
          "frameworkName": "BCG AI Platform Reference Architecture"
        },
        {
          "matchId": "df6509db-7c12-4f4e-8480-91d9ffab1403",
          "evidence": "The diagram depicts a layered stack of platform components supporting agent orchestration.",
          "framework": null,
          "confidence": 0.8,
          "extraction": {
            "at": "2026-05-02 17:40:12.514+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 26,
          "frameworkName": "value-chain"
        }
      ],
      "arcBeats": [
        {
          "to": 26,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 24,
          "name": "Evidence & Proof",
          "beatId": "019dd95a-0682-776c-8e39-f422f49a28f7",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Evidence & Proof",
            "slug": "consultants-gambit-evidence-proof",
            "status": "active",
            "canonId": "019dd9b8-07b1-7688-8e1e-7637fec3802a",
            "version": 1,
            "description": null
          },
          "evidence": "Security treatment, A2A coexistence, target-state platform diagram",
          "position": 4,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Evidence",
            "slug": "evidence",
            "status": "active",
            "canonId": "019dd9b8-03f9-772a-b84a-4f07b415b77a",
            "version": 1,
            "description": "A dedicated proof beat exists in only ~4 arcs (Gambit, Sequoia, AIDA, Monroes). Other arcs embed evidence inline within development."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 27,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "The Action (Now What)",
          "beatId": "019dd95a-0682-776c-8e3a-0662ddf93f56",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Action (Now What)",
            "slug": "triple-take-the-action-now-what",
            "status": "active",
            "canonId": "019dd9b8-0a5e-735a-bf53-3a1ba629b7aa",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
          "position": 3,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 26,
          "from": 24,
          "loop": {
            "name": "19_pre_mortem",
            "slug": "19-pre-mortem",
            "status": "active",
            "bestFor": "Project kick-offs, risk management, building trust with skeptical stakeholders",
            "canonId": "019dd956-6d75-77bf-a142-91f53ba8df48",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Future Disaster (Hypothetical) -> What Went Wrong -> The Prevention Plan",
            "description": "Build trust by anticipating failure modes before they happen and solving them in advance",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7e0-041d413f6f30",
          "evidence": "p24 security risks, p25 A2A protocol fragmentation warning, p26 future architecture mitigation",
          "position": 7,
          "objective": "Surface failure modes and target-state guardrails",
          "confidence": 62,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 27,
      "type": "setup",
      "title": "The slide uses a visual equation (Agents + MCP) and lists five key implementation steps, concluding with a reference to the appendix.",
      "function": "present_solution",
      "rawType": "initiative_list",
      "block": null,
      "metadata": {
        "slideType": "initiative_list",
        "slideTypeCanon": {
          "name": "Initiative list",
          "slug": "initiative_list",
          "status": "active",
          "canonId": "019de52d-0caf-770e-9b91-b99239121f50",
          "version": 1,
          "description": null
        },
        "function": "present_solution",
        "functionCanon": {
          "name": "Present solution",
          "slug": "present_solution",
          "status": "active",
          "canonId": "019de52d-15b8-71da-bd23-2b767850cbce",
          "version": 1,
          "description": null
        },
        "density": "balanced",
        "densityScore": 44,
        "componentCount": 6,
        "textChars": 483,
        "nDataPoints": 0,
        "notes": "The slide uses a visual equation (Agents + MCP) and lists five key implementation steps, concluding with a reference to the appendix.",
        "elementsJson": [
          "headline_text",
          "numbered_list",
          "icon_grid",
          "screenshot"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:12.541+00",
          "seconds": 2.885,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/27",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-27",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": null,
          "kind": "callout",
          "text": "Agents without evals are stochastic parrots, not co-workers.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:19+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887f-155713800ba2",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.65,
            "w": 0.18,
            "x": 0.05,
            "y": 0.21
          },
          "kind": "image",
          "text": "Agents + Model Context Protocol",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Infographic",
              "slug": "infographic",
              "status": "active",
              "canonId": "019de52c-fe26-750c-9d7d-9f34e21324e8",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "infographic",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.541+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "255e143b-ecbb-4ac5-aab7-4a53dffa292b",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.6,
            "x": 0.35,
            "y": 0.75
          },
          "kind": "image",
          "text": "Appendix slide thumbnails",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.541+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "6f51a5ed-f056-4a03-bb62-d25b061944ad",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.6,
            "w": 0.65,
            "x": 0.3,
            "y": 0.2
          },
          "kind": "list",
          "text": "1. Eval driven development enable agents at scale\n2. Plan out the 'MCPs' that will unlock your silos\n3. Build an Agent Orchestration platform, and proprietary MCP registry\n4. Review Legal, Data Security, and Privacy implications\n5. Technical Appendix for further reading at the end of the document",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Numbered list",
              "slug": "numbered",
              "status": "active",
              "canonId": "019de52c-fcc0-7718-a284-a4250c805df2",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "numbered",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.541+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "784b5cf0-969f-4384-ace1-47030139fe5c",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.1,
            "x": 0.05,
            "y": 0.95
          },
          "kind": "source-note",
          "text": "Source: BCG;",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.541+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "a2c55543-87d6-4228-b70c-04ae09b710fb",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.6,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Key points for building Agents with MCP in your Enterprise",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.541+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "d088f247-2c83-405f-b400-0fe4a7ae7a83",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Miller's Law",
            "slug": "millers-law",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-9552-72f9-b76a-78512cb25d46",
            "version": 1,
            "bodyDocId": null,
            "description": "Users can hold 7±2 items in working memory - structure content accordingly",
            "familyLabel": null,
            "categoryName": "Block",
            "categorySlug": "block"
          },
          "agent": "Architect",
          "layer": "block",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-5923a1cc2c2b",
          "evidence": "Five takeaway chunks within working-memory bounds",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 27,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Chunking",
            "slug": "chunking",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-abab-72ce-b64c-2924cc83cf39",
            "version": 1,
            "bodyDocId": null,
            "description": "Information grouped into chunks is remembered better - structure content in digestible units",
            "familyLabel": null,
            "categoryName": "Loop",
            "categorySlug": "loop"
          },
          "agent": "Architect",
          "layer": "loop",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-56339f435b00",
          "evidence": "Five numbered enterprise recommendations",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 27,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-52e779198349",
          "evidence": "Title 'Key points for building Agents with MCP in your Enterprise'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 27,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "00e3c53c-b065-4e64-8759-7239c9c365eb",
          "evidence": "title/action-title: Key points for building Agents with MCP in your Enterprise",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 0.9,
          "extraction": {
            "at": "2026-07-16 21:58:29.807235+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 27,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Closing Techniques",
            "slug": "closing-techniques",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-af13-774b-a4fd-7db0a3a88d51",
            "version": 1,
            "bodyDocId": null,
            "description": "Strong endings: Callback, challenge, vision, clear CTA, memorable line",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-5ff996da2aac",
          "evidence": "Closes deck body with explicit call-to-action list",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 27,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 29,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 27,
          "name": "Impact & Next Steps",
          "beatId": "019dd95a-0682-776c-8e39-f846edbd06d7",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Impact & Next Steps",
            "slug": "consultants-gambit-impact-next-steps",
            "status": "active",
            "canonId": "019dd9b8-0849-7728-9ee9-fd1609c4c655",
            "version": 1,
            "description": null
          },
          "evidence": "Five numbered enterprise recommendations and team contact page",
          "position": 5,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        },
        {
          "to": 27,
          "arc": {
            "name": "The Triple Take",
            "slug": "triple-take",
            "status": "active",
            "bestFor": "Data-driven presentations, research findings",
            "canonId": "019dd956-6221-73ad-bc12-378f8eb1f018",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "The Facts (What) -> The Implications (So What) -> The Action (Now What)",
            "description": null,
            "familyLabel": null
          },
          "from": 18,
          "name": "The Action (Now What)",
          "beatId": "019dd95a-0682-776c-8e3a-0662ddf93f56",
          "matchId": "019dd95a-0542-7728-a790-3aa1466199c3",
          "beatType": {
            "name": "The Action (Now What)",
            "slug": "triple-take-the-action-now-what",
            "status": "active",
            "canonId": "019dd9b8-0a5e-735a-bf53-3a1ba629b7aa",
            "version": 1,
            "description": null
          },
          "evidence": "Section 04 + key points prescribe MCP-based enterprise build",
          "position": 3,
          "isPrimaryArc": false,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 55
        }
      ],
      "loops": [
        {
          "to": 27,
          "from": 27,
          "loop": {
            "name": "41_so_what_cascade",
            "slug": "41-so-what-cascade",
            "status": "active",
            "bestFor": "Data presentations, executive summaries, driving to recommendations",
            "canonId": "019dd956-769f-7208-afbc-f28985c6f4fb",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Data -> So What? (Insight 1) -> So What? (Insight 2) -> So What? (The Action)",
            "description": "Chain insights together, each answering 'so what?' until you reach the actionable conclusion",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7e0-081a7cfc3d57",
          "evidence": "Numbered 1-5 actions: evals, MCP plan, orchestration platform, legal review, technical appendix",
          "position": 8,
          "objective": "Cascade analysis into 5 enterprise recommendations",
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 28,
      "type": "appendix",
      "function": "other",
      "rawType": "appendix",
      "block": null,
      "metadata": {
        "slideType": "appendix",
        "slideTypeCanon": {
          "name": "Appendix",
          "slug": "appendix",
          "status": "active",
          "canonId": "019de52d-0762-71f8-b564-89ab863301cc",
          "version": 1,
          "description": null
        },
        "function": "other",
        "functionCanon": {
          "name": "Other (fallback)",
          "slug": "other",
          "status": "active",
          "canonId": "019de52d-15e1-75bc-99dc-07732380e2ce",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 20,
        "componentCount": 5,
        "textChars": 131,
        "nDataPoints": 0,
        "notes": null,
        "elementsJson": [
          "screenshot",
          "headline_text"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:13.971+00",
          "seconds": 4.252,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/28",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-28",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.13,
            "w": 0.22,
            "x": 0.365,
            "y": 0.59
          },
          "kind": "image",
          "text": "Latest thinking on Agents",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.971+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "01c0272b-230b-4233-9f59-31ee0323cfed",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.13,
            "w": 0.22,
            "x": 0.69,
            "y": 0.59
          },
          "kind": "image",
          "text": "Our Executive Perspective Series",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.971+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "4af97df1-ec48-471a-a326-4ea76530503a",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.13,
            "w": 0.22,
            "x": 0.69,
            "y": 0.195
          },
          "kind": "image",
          "text": "AI on BCG.com",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.971+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "4e2e1580-89ae-4780-8c4c-bc0d2deddb2a",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.13,
            "w": 0.22,
            "x": 0.365,
            "y": 0.195
          },
          "kind": "image",
          "text": "Building Multi-model platforms",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.971+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "89af95a7-b30b-4c02-af6f-2d2a5586749c",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.1,
            "w": 0.3,
            "x": 0.05,
            "y": 0.45
          },
          "kind": "title",
          "text": "Read more of BCG’s perspectives",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.971+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "75ddd96a-1334-4a7f-ba93-87b6961eb2c9",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 29,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 27,
          "name": "Impact & Next Steps",
          "beatId": "019dd95a-0682-776c-8e39-f846edbd06d7",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Impact & Next Steps",
            "slug": "consultants-gambit-impact-next-steps",
            "status": "active",
            "canonId": "019dd9b8-0849-7728-9ee9-fd1609c4c655",
            "version": 1,
            "description": null
          },
          "evidence": "Five numbered enterprise recommendations and team contact page",
          "position": 5,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        }
      ],
      "loops": [],
      "locked": true
    },
    {
      "page": 29,
      "type": "setup",
      "title": "Includes a list of co-authors and a footer showing the AI Platforms Group.",
      "function": "other",
      "rawType": "team_bio",
      "block": null,
      "metadata": {
        "slideType": "team_bio",
        "slideTypeCanon": {
          "name": "Team bio",
          "slug": "team_bio",
          "status": "active",
          "canonId": "019de52d-0a7d-7394-ae5b-037478e71f1e",
          "version": 1,
          "description": null
        },
        "function": "other",
        "functionCanon": {
          "name": "Other (fallback)",
          "slug": "other",
          "status": "active",
          "canonId": "019de52d-15e1-75bc-99dc-07732380e2ce",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 20,
        "componentCount": 5,
        "textChars": 119,
        "nDataPoints": 0,
        "notes": "Includes a list of co-authors and a footer showing the AI Platforms Group.",
        "elementsJson": [
          "headline_text",
          "headshot",
          "icon_grid"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:12.312+00",
          "seconds": 2.478,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/29",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-29",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": null,
          "kind": "callout",
          "text": "Co-Authored this paper",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:19+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c7-738e-b702-29ca499a1560",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.7,
            "w": 0.55,
            "x": 0.36,
            "y": 0.16
          },
          "kind": "image",
          "text": "Team member headshots",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Headshot",
              "slug": "headshot",
              "status": "active",
              "canonId": "019de52c-fd5f-765c-9282-38b54f61bbbf",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.312+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "f70b98a6-9beb-4bda-80d1-5427380228d7",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.2,
            "x": 0.05,
            "y": 0.63
          },
          "kind": "list",
          "text": "Co-Authored this paper",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.312+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "1991a055-18ab-4e6c-ab25-63131945ecf4",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.08,
            "w": 0.55,
            "x": 0.36,
            "y": 0.78
          },
          "kind": "other",
          "text": "AI Platforms Group footer",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Other",
              "slug": "other",
              "status": "active",
              "canonId": "019de52c-fa90-743c-8bf6-20d1fbe82b6d",
              "version": 1,
              "description": "Fallback when no canonical kind applies."
            },
            "tool": null,
            "subkind": {
              "name": "Unclassified",
              "slug": "unclassified",
              "status": "active",
              "canonId": "019de52d-05ca-77db-81fb-db7d4234bbc0",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "unclassified",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.312+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "8146671d-8f6a-4951-a950-56860418a8a1",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.1,
            "w": 0.25,
            "x": 0.05,
            "y": 0.45
          },
          "kind": "title",
          "text": "Get in touch with our AI team",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.312+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "622fd928-7534-47c0-8e59-154005db7324",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-6143419a4760",
          "evidence": "Title 'Get in touch with our AI team' is an explicit CTA",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 29,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Authority Bias",
            "slug": "authority-bias",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-c38d-70b9-a284-b2b479763356",
            "version": 1,
            "bodyDocId": null,
            "description": "Expert opinions are weighted more heavily - cite credible sources",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Architect",
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-661ba0af7a17",
          "evidence": "Author bios with BCG titles establish credibility",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 65,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 29,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [
        {
          "to": 29,
          "arc": {
            "name": "The Consultant's Gambit",
            "slug": "consultants-gambit",
            "status": "active",
            "bestFor": "Business cases, project proposals, strategic recommendations",
            "canonId": "019dd956-5e0a-73c8-b305-81c38c959e9c",
            "version": 1,
            "bodyDocId": "019df22a-2356-73eb-8061-d8c81dc0aa49",
            "structure": "Situation & Context -> Problem & Complication -> Solution & Approach -> Evidence & Proof -> Impact & Next Steps",
            "description": null,
            "familyLabel": null
          },
          "from": 27,
          "name": "Impact & Next Steps",
          "beatId": "019dd95a-0682-776c-8e39-f846edbd06d7",
          "matchId": "019dd95a-0542-7728-a790-36bcaab6b9d1",
          "beatType": {
            "name": "Impact & Next Steps",
            "slug": "consultants-gambit-impact-next-steps",
            "status": "active",
            "canonId": "019dd9b8-0849-7728-9ee9-fd1609c4c655",
            "version": 1,
            "description": null
          },
          "evidence": "Five numbered enterprise recommendations and team contact page",
          "position": 5,
          "isPrimaryArc": true,
          "parentBeatType": {
            "name": "Resolution",
            "slug": "resolution",
            "status": "active",
            "canonId": "019dd9b8-045d-703b-8dd7-e92aba3ba91b",
            "version": 1,
            "description": "How the deck ends. Required in 19/20 arcs. The exception (Sparkline) ends with new bliss which is functionally a resolution."
          },
          "alignedBlockIds": null,
          "matchConfidence": 82
        }
      ],
      "loops": [],
      "locked": true
    },
    {
      "page": 30,
      "type": "appendix",
      "function": "appendix",
      "rawType": "appendix",
      "block": null,
      "metadata": {
        "slideType": "appendix",
        "slideTypeCanon": {
          "name": "Appendix",
          "slug": "appendix",
          "status": "active",
          "canonId": "019de52d-0762-71f8-b564-89ab863301cc",
          "version": 1,
          "description": null
        },
        "function": "appendix",
        "functionCanon": {
          "name": "Appendix",
          "slug": "appendix",
          "status": "active",
          "canonId": "019de52d-138d-750b-83c3-49b4bc7a7a38",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 2,
        "componentCount": 2,
        "textChars": 18,
        "nDataPoints": 0,
        "notes": null,
        "elementsJson": [
          "other"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:11.615+00",
          "seconds": 1.709,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/30",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-30",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.187,
            "w": 0.105,
            "x": 0.076,
            "y": 0.405
          },
          "kind": "image",
          "text": null,
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Icon grid",
              "slug": "icon-grid",
              "status": "active",
              "canonId": "019de52c-fdfe-749d-9990-1db465a3eed4",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "icon-grid",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.615+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "eb4d06a8-fb73-48fa-9c0b-61e5cf9a5a4c",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.07,
            "w": 0.315,
            "x": 0.218,
            "y": 0.465
          },
          "kind": "title",
          "text": "Technical appendix",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:11.615+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "4517f8de-f6a0-48a2-95d2-c14fb11d6036",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [],
      "frameworks": [],
      "arcBeats": [],
      "loops": [],
      "locked": true
    },
    {
      "page": 31,
      "type": "setup",
      "title": "The slide uses a three-column layout to explain the accessibility and ecosystem of the Model Context Protocol.",
      "function": "summarize",
      "rawType": "key_messages",
      "block": null,
      "metadata": {
        "slideType": "key_messages",
        "slideTypeCanon": {
          "name": "Key messages",
          "slug": "key_messages",
          "status": "active",
          "canonId": "019de52d-0712-703f-89f5-bda6688faf3f",
          "version": 1,
          "description": null
        },
        "function": "summarize",
        "functionCanon": {
          "name": "Summarize",
          "slug": "summarize",
          "status": "active",
          "canonId": "019de52d-1541-704f-b86f-bf7b75056373",
          "version": 1,
          "description": null
        },
        "density": "overcrowded",
        "densityScore": 82,
        "componentCount": 13,
        "textChars": 981,
        "nDataPoints": 0,
        "notes": "The slide uses a three-column layout to explain the accessibility and ecosystem of the Model Context Protocol.",
        "elementsJson": [
          "headline_text",
          "screenshot",
          "paragraph",
          "icon_grid"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:13.985+00",
          "seconds": 4.064,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/31",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-31",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": null,
          "kind": "callout",
          "text": "MCP is developed as an open-source project on GitHub, encouraging community contributions and transparency; with key players such as Pydantic contributing to the protocol.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:19+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887e-9d047e0316ca",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.28,
            "w": 0.25,
            "x": 0.69,
            "y": 0.31
          },
          "kind": "image",
          "text": "Programming language logos",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Icon grid",
              "slug": "icon-grid",
              "status": "active",
              "canonId": "019de52c-fdfe-749d-9990-1db465a3eed4",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "icon-grid",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "c404d55a-207e-49f8-bd39-51f3e5196ee0",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.28,
            "w": 0.25,
            "x": 0.37,
            "y": 0.31
          },
          "kind": "image",
          "text": "Documentation website screenshot",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "60c0798a-7689-459a-8d16-7d89f5a35238",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.28,
            "w": 0.25,
            "x": 0.05,
            "y": 0.31
          },
          "kind": "image",
          "text": "GitHub repository screenshot",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Screenshot",
              "slug": "screenshot",
              "status": "active",
              "canonId": "019de52c-fd87-7509-8391-3d79fb339379",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "screenshot",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "ce188b89-7520-420b-8aaf-0349db96e964",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.08,
            "w": 0.25,
            "x": 0.05,
            "y": 0.2
          },
          "kind": "list",
          "text": "Built in public with feedback loops",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "3f440d89-b7c7-4cbd-a7e2-0178035b4e64",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.08,
            "w": 0.25,
            "x": 0.37,
            "y": 0.2
          },
          "kind": "list",
          "text": "Comprehensive Documentation",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "486e3c37-3ca4-4d43-a258-dfca42328ddb",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.08,
            "w": 0.25,
            "x": 0.69,
            "y": 0.2
          },
          "kind": "list",
          "text": "Growing list of supported MCP SDKs",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "dd72bce6-fa5e-439f-a853-85746506c411",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.2,
            "w": 0.25,
            "x": 0.05,
            "y": 0.65
          },
          "kind": "paragraph",
          "text": "MCP is developed as an open-source project on GitHub, encouraging community contributions and transparency; with key players such as Pydantic contributing to the protocol",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "8d95f36c-e1e5-4bb2-ac81-8d0ac9e3138b",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.2,
            "w": 0.25,
            "x": 0.37,
            "y": 0.65
          },
          "kind": "paragraph",
          "text": "Anthropic provides detailed documentation, providing clear guidelines and best practices for developers to understand and implement MCP effectively",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "dd8acf1e-ed0a-4057-8e13-87797b4665bb",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.2,
            "w": 0.25,
            "x": 0.69,
            "y": 0.65
          },
          "kind": "paragraph",
          "text": "MCP offers official SDKs in multiple programming languages, including Python, TypeScript, and C#, facilitating seamless integration across diverse development environments",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "f878d5b4-8ee9-43ec-b986-94467fd24dab",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.02,
            "w": 0.2,
            "x": 0.05,
            "y": 0.94
          },
          "kind": "source-note",
          "text": "Source: Anthropic Model Context Protocol; BCG",
          "attrs": {
            "numbered": true
          },
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "601c7d88-d495-4886-84f2-e76d12e2470b",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.7,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Anyone can build MCP clients or MCP servers, it’s truly open source",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Action title",
              "slug": "action-title",
              "status": "active",
              "canonId": "019de52c-fb31-734c-a0f5-a3935b73135d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "action-title",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "ba23d985-9424-4260-bb02-5657376ae403",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.25,
            "x": 0.05,
            "y": 0.03
          },
          "kind": "title",
          "text": "04 | MCP and building agents",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.985+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "eaa729d8-bcaf-4a48-b8c0-6ca0784ad402",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-6b6d1595bd04",
          "evidence": "Title 'Anyone can build MCP clients or MCP servers, it's truly open source'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 31,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Audience Definition",
            "slug": "audience-definition",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-7f2a-775d-aeee-ff099bcb7756",
            "version": 1,
            "bodyDocId": null,
            "description": "Six key questions: Who are they? What do they know? What do they believe? What do they care about? What do they fear? What decisions can they make?",
            "familyLabel": null,
            "categoryName": "Block",
            "categorySlug": "block"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "25782f1f-bd73-4320-b1b0-02d7e16b6c4c",
          "evidence": "Anyone can build MCP clients or MCP servers, it’s truly open source",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": null,
          "confidence": 0.5,
          "extraction": {
            "at": "2026-07-16 21:58:30.012652+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 31,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Call to action",
            "slug": "call-to-action",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd9e1-4bbb-702a-9ead-82daf188bb7c",
            "version": 1,
            "bodyDocId": null,
            "description": "Explicit prescription of what the audience should do next.",
            "familyLabel": null,
            "categoryName": null,
            "categorySlug": null
          },
          "agent": null,
          "layer": "slide",
          "agents": null,
          "matchId": "9756a563-f074-412d-900c-b88d6eb3ec49",
          "evidence": "Built in public with feedback loops",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 0.5,
          "extraction": {
            "at": "2026-07-16 21:58:30.054127+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 31,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": "common",
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Social Validation",
            "slug": "social-validation",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-ddaa-77f9-890c-a1cf082c5ccd",
            "version": 1,
            "bodyDocId": null,
            "description": "Showing others have done something, especially similar others",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-6c006aaa053c",
          "evidence": "Callout names Pydantic and community contributors",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 60,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 31,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [],
      "loops": [],
      "locked": true
    },
    {
      "page": 32,
      "type": "analysis",
      "title": "The slide uses a grid layout to categorize MCP servers into four columns: Enterprise software, Desktop automation, Productivity tools, and Software Dev/Ops tool",
      "function": "present_solution",
      "rawType": "market_landscape",
      "block": null,
      "metadata": {
        "slideType": "market_landscape",
        "slideTypeCanon": {
          "name": "Market landscape",
          "slug": "market_landscape",
          "status": "active",
          "canonId": "019de52d-0b6d-75db-a946-9ac362e3afc2",
          "version": 1,
          "description": null
        },
        "function": "present_solution",
        "functionCanon": {
          "name": "Present solution",
          "slug": "present_solution",
          "status": "active",
          "canonId": "019de52d-15b8-71da-bd23-2b767850cbce",
          "version": 1,
          "description": null
        },
        "density": "balanced",
        "densityScore": 45,
        "componentCount": 5,
        "textChars": 795,
        "nDataPoints": 0,
        "notes": "The slide uses a grid layout to categorize MCP servers into four columns: Enterprise software, Desktop automation, Productivity tools, and Software Dev/Ops tools. A legend at the bottom defines the origin of the servers (Opensource, Vendor, Community).",
        "elementsJson": [
          "icon_grid",
          "callout_box"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:19.745+00",
          "seconds": 9.815,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/32",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-32",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.55,
            "w": 0.18,
            "x": 0.78,
            "y": 0.28
          },
          "kind": "callout",
          "text": "Diverse and growing network of MCP servers is emerging across enterprise. Official MCPs are still early-stage; documentation gaps and incomplete tool definitions are common. Widespread access creates surface area for cyber risk; robust static security and isolation are mandatory",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": null,
            "subkind": {
              "name": "Primary callout",
              "slug": "primary",
              "status": "active",
              "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:19.745+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "ce5f6ae6-27db-4faa-abe1-853d1c01e468",
          "parentComponentId": null
        },
        {
          "bbox": null,
          "kind": "callout",
          "text": "Diverse and growing network of MCP servers is emerging across enterprise. Official MCPs are still early-stage; documentation gaps and incomplete tool definitions are common. Widespread access creates surface area for cyber risk; robust static security and isolation are mandatory.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:19+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c6-7671-887f-04b7db20df0e",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.5,
            "x": 0.05,
            "y": 0.93
          },
          "kind": "legend",
          "text": "Opensource references by Anthropic, Officially maintained by vendor, Community driven",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Legend",
              "slug": "legend",
              "status": "active",
              "canonId": "31361933-3d22-4c70-bbad-0801e9fffc0c",
              "version": 1,
              "description": "Color/symbol decoder placed adjacent to a chart or diagram."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:19.745+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "e0bb13e9-bd63-4f4a-a903-e3785da0b503",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.7,
            "x": 0.05,
            "y": 0.25
          },
          "kind": "list",
          "text": "Enterprise software, Desktop automation, Productivity tools, Software Dev/Ops tools",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Bullet list",
              "slug": "bullet",
              "status": "active",
              "canonId": "019de52c-fc98-7169-a083-5cab805076ca",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "bullet",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:19.745+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "fc202018-209d-45d0-ab6c-833b5cc49c96",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.7,
            "x": 0.05,
            "y": 0.08
          },
          "kind": "title",
          "text": "Many MCP servers have been built and shared across the eco-system...",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:19.745+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "05591683-8aee-47de-a5d2-799aeeafd60f",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-73b5a333bb38",
          "evidence": "Title 'Many MCP servers have been built and shared across the eco-system'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 32,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Bandwagon Effect",
            "slug": "bandwagon-effect",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-c742-724e-9623-54fd8878b87b",
            "version": 1,
            "bodyDocId": null,
            "description": "People adopt beliefs proportionally to how many others hold them - show momentum",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-7931b3eb945c",
          "evidence": "Frames ecosystem breadth as reason to adopt",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 65,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 32,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Market Segmentation Pyramid",
            "slug": "market-segmentation-pyramid",
            "status": "active",
            "bestFor": null,
            "canonId": "1c9f3543-c96f-4a5b-b4a4-9b2a412c0aaf",
            "version": 1,
            "bodyDocId": null,
            "description": null,
            "familyLabel": null,
            "categoryName": null,
            "categorySlug": null
          },
          "agent": null,
          "layer": "slide",
          "agents": null,
          "matchId": "86082707-635b-4c03-82ed-afaa86df85b3",
          "evidence": "list/bullet: Enterprise software, Desktop automation, Productivity tools, Software Dev/Ops tools",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 0.5,
          "extraction": {
            "at": "2026-07-16 21:58:30.1425+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 32,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Social Validation",
            "slug": "social-validation",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-ddaa-77f9-890c-a1cf082c5ccd",
            "version": 1,
            "bodyDocId": null,
            "description": "Showing others have done something, especially similar others",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Storyteller",
          "layer": "slide",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-74e690199312",
          "evidence": "Logo grid of MCP servers as ecosystem proof",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 75,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 32,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [],
      "loops": [],
      "locked": true
    },
    {
      "page": 33,
      "type": "setup",
      "title": "The diagram illustrates the interaction between Application Front-end, MCP Client, LLM, and MCP Servers/Systems, with numbered callouts corresponding to the lis",
      "function": "present_framework",
      "rawType": "initiative_list",
      "block": null,
      "metadata": {
        "slideType": "initiative_list",
        "slideTypeCanon": {
          "name": "Initiative list",
          "slug": "initiative_list",
          "status": "active",
          "canonId": "019de52d-0caf-770e-9b91-b99239121f50",
          "version": 1,
          "description": null
        },
        "function": "present_framework",
        "functionCanon": {
          "name": "Present framework",
          "slug": "present_framework",
          "status": "active",
          "canonId": "019de52d-1403-7667-9100-d2ac6709f750",
          "version": 1,
          "description": null
        },
        "density": "balanced",
        "densityScore": 40,
        "componentCount": 4,
        "textChars": 850,
        "nDataPoints": 0,
        "notes": "The diagram illustrates the interaction between Application Front-end, MCP Client, LLM, and MCP Servers/Systems, with numbered callouts corresponding to the list items.",
        "elementsJson": [
          "numbered_list",
          "process_diagram",
          "icon_grid"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:12.803+00",
          "seconds": 2.749,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/33",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-33",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.55,
            "w": 0.35,
            "x": 0.58,
            "y": 0.28
          },
          "kind": "diagram",
          "text": "Architectural flow showing Application Front-end, MCP Client, LLM, and MCP Servers/Systems",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Process flow",
              "slug": "process",
              "status": "active",
              "canonId": "019de52d-039c-718f-ad3a-efe9c4b3c838",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "process",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.803+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "e2b1e239-1b21-4136-b64e-4122fe9cf964",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.65,
            "w": 0.48,
            "x": 0.05,
            "y": 0.23
          },
          "kind": "list",
          "text": "1. Use structured frameworks: Accelerate development with orchestration libraries such as the MCP SDKs, FastMCP, Langraph, or many others! 2. Design tools precisely: Define clear, scoped tool descriptions—agent reasoning quality depends on precision and coherence 3. Limit cognitive overload: Keep toolsets under 100 per call; expose only what the agent truly needs 4. Evaluate LLM outputs: Continuously test LLM reasoning paths—no evals means no guarantees 5. Modularize via server boundaries: One MCP server per system improves routing clarity & flexibility 6. Secure agent interactions: Enforce auth for front-end MCP clients to protect user and system access via OAuth",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Numbered list",
              "slug": "numbered",
              "status": "active",
              "canonId": "019de52c-fcc0-7718-a284-a4250c805df2",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "numbered",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.803+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "8575f6d5-0660-42e4-b975-7b7a8a96d0b8",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.02,
            "w": 0.05,
            "x": 0.05,
            "y": 0.94
          },
          "kind": "source-note",
          "text": "Source: BCG",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.803+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "99947319-d0dc-496a-825a-327756c79073",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.6,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Emerging best practices for designing, using and building with MCP and Agents",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.803+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "2f28d5e9-383f-4591-a718-140757a3df70",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-7fe2f1acb2b4",
          "evidence": "Title 'Emerging best practices for designing, using and building with MCP and Agents'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 33,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        }
      ],
      "frameworks": [],
      "arcBeats": [],
      "loops": [
        {
          "to": 35,
          "from": 33,
          "loop": {
            "name": "20_paradox_resolver",
            "slug": "20-paradox-resolver",
            "status": "active",
            "bestFor": "Strategic pivots, innovation pitches, challenging conventional wisdom",
            "canonId": "019dd956-6e0a-749e-b9bd-5c42569a9af8",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Apparent Contradiction -> Why Both Seem True -> The Deeper Truth That Reconciles",
            "description": "Introduce a seeming contradiction that captures attention, then resolve it with a deeper truth",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7e0-0f0030d8184b",
          "evidence": "p33 best-practices framing, p34 contrasts both extremes, p35 prescribes 'lean MCP servers' middle path",
          "position": 9,
          "objective": "Reconcile monolith vs microservice MCP extremes",
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 34,
      "type": "setup",
      "title": "The slide uses a visual comparison to illustrate architectural anti-patterns for MCP (Model Context Protocol) servers.",
      "function": "compare_options",
      "rawType": "comparison_table",
      "block": null,
      "metadata": {
        "slideType": "comparison_table",
        "slideTypeCanon": {
          "name": "Comparison table",
          "slug": "comparison_table",
          "status": "active",
          "canonId": "019de52d-0a06-73f8-8813-fe022fab1de2",
          "version": 1,
          "description": null
        },
        "function": "compare_options",
        "functionCanon": {
          "name": "Compare options",
          "slug": "compare_options",
          "status": "active",
          "canonId": "019de52d-167f-7038-aebc-70a9d2e0e33b",
          "version": 1,
          "description": null
        },
        "density": "dense",
        "densityScore": 53,
        "componentCount": 6,
        "textChars": 793,
        "nDataPoints": 0,
        "notes": "The slide uses a visual comparison to illustrate architectural anti-patterns for MCP (Model Context Protocol) servers.",
        "elementsJson": [
          "headline_text",
          "process_diagram",
          "paragraph"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:12.333+00",
          "seconds": 2.257,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/34",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-34",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": null,
          "kind": "callout",
          "text": "Monolith MCP servers bundle multiple tool integrations or functions into one server across service boundaries, potentially overloading the agent with too many choices; Microservice MCP servers host a subset of tools, which can lead to a highly complex, unmanageable agent architecture, undermining interoperability and reusability.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": {
              "name": "Visual emphasis",
              "slug": "visual-emphasis",
              "status": "active",
              "bestFor": null,
              "canonId": "019dd9e1-474b-736b-a8eb-a794dd88241c",
              "version": 1,
              "bodyDocId": null,
              "description": "Drawing the eye to one element above the rest of the slide.",
              "familyLabel": null
            },
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-04-25 12:06:19+00",
            "model": "or:google/gemini-3.1-flash-lite-preview",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "019dd952-47c7-738e-b702-423a408aa81e",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.4,
            "w": 0.45,
            "x": 0.55,
            "y": 0.35
          },
          "kind": "diagram",
          "text": "Microservice MCP pattern diagram",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": "other",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.333+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "3841fb0a-531e-4e4d-85d9-ee2617201fef",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.4,
            "w": 0.45,
            "x": 0.05,
            "y": 0.35
          },
          "kind": "diagram",
          "text": "Monolith MCP pattern diagram",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": "other",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.333+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "d60e8956-1ee9-446b-b766-1883d734e2d0",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.4,
            "x": 0.55,
            "y": 0.78
          },
          "kind": "paragraph",
          "text": "Microservice MCP servers host a subset of tools, which can lead to a highly complex, unmanageable agent architecture, undermining interoperability and reusability",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.333+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "06145b09-cbc1-4ce7-904a-8aa95a3755f3",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.15,
            "w": 0.4,
            "x": 0.05,
            "y": 0.78
          },
          "kind": "paragraph",
          "text": "Monolith MCP servers bundle multiple tool integrations or functions into one server across service boundaries, potentially overloading the agent with too many choices",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "5f2affc0-941d-4d07-959d-4bfc1930cea4",
              "version": 1,
              "description": "Single prose block in the body of a slide."
            },
            "tool": null,
            "subkind": {
              "name": "Paragraph",
              "slug": "paragraph",
              "status": "active",
              "canonId": "019de52c-fb80-75af-aa5c-a7a4bfac2433",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "paragraph",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.333+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "eafff5f8-d726-4e56-890c-28147c5a4124",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.9,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Avoid monoliths or microservices at the extremes when building MCP servers",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.333+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "9808d660-df83-42e4-9c93-c8a4914a7e9e",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Antithesis",
            "slug": "antithesis",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-a1f8-7283-8cf4-8e2c4292cc4e",
            "version": 1,
            "bodyDocId": null,
            "description": "Juxtaposing contrasting ideas in parallel structure",
            "familyLabel": null,
            "categoryName": "Loop",
            "categorySlug": "loop"
          },
          "agent": "Storyteller",
          "layer": "loop",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-8c238ec6e78b",
          "evidence": "Parallel descriptions juxtapose 'overloading the agent' vs 'undermining interoperability'",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 34,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Contrast Pairs",
            "slug": "contrast-pairs",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-9b77-70d3-88b1-f34e26f60860",
            "version": 1,
            "bodyDocId": null,
            "description": "Creating tension through opposites: Before↔After, Problem↔Solution, Pain↔Relief",
            "familyLabel": null,
            "categoryName": "Loop",
            "categorySlug": "loop"
          },
          "agent": "Storyteller",
          "layer": "loop",
          "agents": [
            "Storyteller"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-88f6c70bb9cb",
          "evidence": "Monolith vs Microservice paired diagrams set up the paradox",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 34,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-816fb3708ce0",
          "evidence": "Title 'Avoid monoliths or microservices at the extremes' is prescriptive",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 34,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        },
        {
          "tool": {
            "name": "Comparison frame",
            "slug": "comparison-frame",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd9e1-484b-7399-a4fc-d14644b99f93",
            "version": 1,
            "bodyDocId": null,
            "description": "Two or more states/subjects placed side by side to expose a gap.",
            "familyLabel": null,
            "categoryName": null,
            "categorySlug": null
          },
          "agent": null,
          "layer": "slide",
          "agents": null,
          "matchId": "075af7a7-5d75-4a85-be59-1b41dac32d5a",
          "evidence": "Monolith MCP servers vs Microservice MCP servers",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 0.7,
          "extraction": {
            "at": "2026-07-16 21:58:30.329635+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 34,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": "common",
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Contrast Principle",
            "slug": "contrast-principle",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-bf0f-73ae-b9df-e60508cdaa65",
            "version": 1,
            "bodyDocId": null,
            "description": "Higher visual weight draws attention - use contrast strategically for emphasis",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Designer",
          "layer": "slide",
          "agents": [
            "Designer"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-8589059745a7",
          "evidence": "Two side-by-side mirrored architecture diagrams",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 34,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [
        {
          "matchId": "019dd95a-1ca5-70bb-bba3-7ceecce356c9",
          "evidence": "Two named patterns drawn side by side as the architectural choice",
          "framework": null,
          "confidence": 85,
          "extraction": {
            "at": "2026-04-29 13:07:34.826634+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 34,
          "frameworkName": "Monolith vs Microservice MCP Patterns"
        }
      ],
      "arcBeats": [],
      "loops": [
        {
          "to": 35,
          "from": 33,
          "loop": {
            "name": "20_paradox_resolver",
            "slug": "20-paradox-resolver",
            "status": "active",
            "bestFor": "Strategic pivots, innovation pitches, challenging conventional wisdom",
            "canonId": "019dd956-6e0a-749e-b9bd-5c42569a9af8",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Apparent Contradiction -> Why Both Seem True -> The Deeper Truth That Reconciles",
            "description": "Introduce a seeming contradiction that captures attention, then resolve it with a deeper truth",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7e0-0f0030d8184b",
          "evidence": "p33 best-practices framing, p34 contrasts both extremes, p35 prescribes 'lean MCP servers' middle path",
          "position": 9,
          "objective": "Reconcile monolith vs microservice MCP extremes",
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 35,
      "type": "setup",
      "title": "Illustrates a technical workflow for AI agents using Model Context Protocol (MCP).",
      "function": "present_solution",
      "rawType": "implementation_plan",
      "block": null,
      "metadata": {
        "slideType": "implementation_plan",
        "slideTypeCanon": {
          "name": "Implementation plan",
          "slug": "implementation_plan",
          "status": "active",
          "canonId": "019de52d-0d75-700b-ae9f-f6069ba6e37a",
          "version": 1,
          "description": null
        },
        "function": "present_solution",
        "functionCanon": {
          "name": "Present solution",
          "slug": "present_solution",
          "status": "active",
          "canonId": "019de52d-15b8-71da-bd23-2b767850cbce",
          "version": 1,
          "description": null
        },
        "density": "balanced",
        "densityScore": 33,
        "componentCount": 5,
        "textChars": 425,
        "nDataPoints": 0,
        "notes": "Illustrates a technical workflow for AI agents using Model Context Protocol (MCP).",
        "elementsJson": [
          "headline_text",
          "process_diagram",
          "numbered_list",
          "callout_box"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:12.618+00",
          "seconds": 2.481,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/35",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-35",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.15,
            "w": 0.45,
            "x": 0.52,
            "y": 0.69
          },
          "kind": "callout",
          "text": "Avoids overwhelming the agent with all tools up front & adapts instantly to new or evolving server endpoints and APIs",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Callout",
              "slug": "callout",
              "status": "active",
              "canonId": "019de52c-f8d3-761a-8953-7d37080de5e2",
              "version": 1,
              "description": "Highlighted callout box."
            },
            "tool": null,
            "subkind": {
              "name": "Primary callout",
              "slug": "primary",
              "status": "active",
              "canonId": "019de52c-fbd1-70eb-a9ce-8997f8674c1d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "primary",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.618+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "816354ae-b493-415e-90d8-c07572ce3935",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.6,
            "w": 0.45,
            "x": 0.05,
            "y": 0.25
          },
          "kind": "diagram",
          "text": "Workflow diagram showing Agent, Discovery MCP Server, MCP Registry, and Shopify MCP Server interactions.",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Diagram",
              "slug": "diagram",
              "status": "active",
              "canonId": "019de52c-f9f0-734a-81de-15382ff28c65",
              "version": 1,
              "description": "Schematic or relational diagram."
            },
            "tool": null,
            "subkind": {
              "name": "Process flow",
              "slug": "process",
              "status": "active",
              "canonId": "019de52d-039c-718f-ad3a-efe9c4b3c838",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "process",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.618+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "e6d9b4dc-261b-4f0c-b31b-0acd49ff647d",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.3,
            "w": 0.45,
            "x": 0.52,
            "y": 0.25
          },
          "kind": "list",
          "text": "1. Agent receives a user request... 2. Checks a registry... 3. Dynamically loads the server's schema...",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "List",
              "slug": "list",
              "status": "active",
              "canonId": "019de52c-f94b-779b-a53b-fd4904a5f4d2",
              "version": 1,
              "description": "Bullet or numbered list."
            },
            "tool": null,
            "subkind": {
              "name": "Numbered list",
              "slug": "numbered",
              "status": "active",
              "canonId": "019de52c-fcc0-7718-a284-a4250c805df2",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "numbered",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.618+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "3b8e7ee9-d9fa-479b-8c8a-89a102928b27",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.03,
            "w": 0.15,
            "x": 0.05,
            "y": 0.95
          },
          "kind": "source-note",
          "text": "Source: Anthropic; BCG",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Source note",
              "slug": "source-note",
              "status": "active",
              "canonId": "23484952-494b-4a5e-b1ad-550d0d70e948",
              "version": 1,
              "description": "Attribution / source / caveat placed at the slide footer. Numbered footnotes use attrs.numbered."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.618+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "af53d321-6994-4424-bc90-f1b0ebb12e62",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.05,
            "w": 0.9,
            "x": 0.05,
            "y": 0.09
          },
          "kind": "title",
          "text": "Focus on building lean MCP servers, leverage dynamic server discovery if needed",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:12.618+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "2045d534-f4cd-4ebf-bbad-9c94acb97ab7",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Occam's Razor",
            "slug": "occams-razor",
            "status": "active",
            "bestFor": null,
            "canonId": "019dd956-95b0-7648-934a-a55a27fbd66d",
            "version": 1,
            "bodyDocId": null,
            "description": "Simple solutions are often better than complex ones - favor clarity over cleveness",
            "familyLabel": null,
            "categoryName": "Block",
            "categorySlug": "block"
          },
          "agent": "Architect",
          "layer": "block",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-963ea1744d77",
          "evidence": "Recommends the simplest viable shape ('lean') as the resolution",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 65,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 35,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        },
        {
          "tool": {
            "name": "Action Titles",
            "slug": "action-titles",
            "status": "active",
            "bestFor": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
            "canonId": "019dd956-ac70-700b-a608-ba58e78f5dcc",
            "version": 1,
            "bodyDocId": "816dad3c-9983-41c1-a86e-978ebd582841",
            "description": "The McKinsey-bred discipline of writing every slide title as a complete declarative sentence with a verb and an insight, not a topic label. Each title is a sub-claim that ladders up to the deck's governing thought; read in sequence, the titles reconstruct the executive summary.",
            "familyLabel": null,
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "Architect",
          "layer": "slide",
          "agents": [
            "Architect"
          ],
          "matchId": "019dd95a-121f-71e6-8e86-921b8dc8d8a5",
          "evidence": "Title 'Focus on building lean MCP servers, leverage dynamic server discovery'",
          "pageRefs": null,
          "priority": "Core",
          "whenToUse": "Any decision-grade deliverable — strategy recommendation, board update, investment memo, M&A review, post-mortem — where the reader is being asked to agree, decide, or act and will skim the title bar at speed.",
          "confidence": 80,
          "extraction": {
            "at": "2026-04-29 13:07:32.132158+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 35,
          "whyItWorks": "Solves two failure modes at once. (1) The buried claim: action titles place the conclusion on the page before any analysis is read, so a busy reader doesn't reverse-engineer it from the chart. (2) The spineless deck: because each title is a claim, slides have to ladder up to the governing thought; logical gaps become visible as topic-shaped titles in a sequence that no longer reads as a story.",
          "antipattern": "Topic labels disguised as titles — Volume by quarter, Key findings, Pricing strategy, Margins have been impacted. No verb, or a passive verb with no agent, or a fact (Revenue grew 12%) without the so-what. Also: titles that overreach the chart's evidence, multi-claim X-grew-but-Y-fell welded titles, and mechanical repetition of the same X-drove-Y template across the deck.",
          "cardinality": null,
          "narrativePurpose": "Forces the deck to carry its argument in the title bar so a senior reader can extract the recommendation without opening a single slide; converts a binder of topics into a navigable pyramid where every slide is a node defending the apex."
        }
      ],
      "frameworks": [],
      "arcBeats": [],
      "loops": [
        {
          "to": 35,
          "from": 33,
          "loop": {
            "name": "20_paradox_resolver",
            "slug": "20-paradox-resolver",
            "status": "active",
            "bestFor": "Strategic pivots, innovation pitches, challenging conventional wisdom",
            "canonId": "019dd956-6e0a-749e-b9bd-5c42569a9af8",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Apparent Contradiction -> Why Both Seem True -> The Deeper Truth That Reconciles",
            "description": "Introduce a seeming contradiction that captures attention, then resolve it with a deeper truth",
            "familyLabel": null
          },
          "matchId": "019dd95a-088b-72c8-b7e0-0f0030d8184b",
          "evidence": "p33 best-practices framing, p34 contrasts both extremes, p35 prescribes 'lean MCP servers' middle path",
          "position": 9,
          "objective": "Reconcile monolith vs microservice MCP extremes",
          "confidence": 70,
          "extraction": {
            "at": "2026-04-29 13:07:29.689431+00",
            "model": "claude-legacy",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          }
        }
      ],
      "locked": true
    },
    {
      "page": 36,
      "type": "setup",
      "function": "front_matter",
      "rawType": "disclaimer",
      "block": null,
      "metadata": {
        "slideType": "disclaimer",
        "slideTypeCanon": {
          "name": "Disclaimer",
          "slug": "disclaimer",
          "status": "active",
          "canonId": "019de52d-0801-727b-b98a-5ed095aeee78",
          "version": 1,
          "description": null
        },
        "function": "front_matter",
        "functionCanon": {
          "name": "Front matter",
          "slug": "front_matter",
          "status": "active",
          "canonId": "019de52d-133d-73f0-9e26-201eda96b098",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 6,
        "componentCount": 2,
        "textChars": 135,
        "nDataPoints": 0,
        "notes": null,
        "elementsJson": [
          "paragraph"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:13.017+00",
          "seconds": 2.314,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/36",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-36",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.55,
            "w": 0.475,
            "x": 0.45,
            "y": 0.225
          },
          "kind": "disclaimer",
          "text": "The services and materials provided by Boston Consulting Group (BCG) are subject to BCG's Standard Terms... [full legal text]",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Disclaimer",
              "slug": "disclaimer",
              "status": "active",
              "canonId": "91173477-d91f-4024-bbaf-d4f93e3f82dc",
              "version": 1,
              "description": "Legal/cautionary text that occupies most of the body of its slide."
            },
            "tool": null,
            "subkind": null,
            "framework": null
          },
          "subkind": null,
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.017+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "464ab4a0-66ca-411f-b830-e26e7c2239f7",
          "parentComponentId": null
        },
        {
          "bbox": {
            "h": 0.052,
            "w": 0.238,
            "x": 0.097,
            "y": 0.445
          },
          "kind": "title",
          "text": "Disclaimer",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Title",
              "slug": "title",
              "status": "active",
              "canonId": "019de52c-f7dd-76d9-b848-b1f12bd85cf4",
              "version": 1,
              "description": "Slide title or headline."
            },
            "tool": null,
            "subkind": {
              "name": "Headline",
              "slug": "headline",
              "status": "active",
              "canonId": "019de52c-fae1-7463-9a7c-d60668eced0d",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "headline",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.017+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "d766363e-86f5-4f0d-8f18-a2ae0eb7a839",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [],
      "frameworks": [],
      "arcBeats": [],
      "loops": [],
      "locked": true
    },
    {
      "page": 37,
      "type": "setup",
      "function": "front_matter",
      "rawType": "cover",
      "block": null,
      "metadata": {
        "slideType": "cover",
        "slideTypeCanon": {
          "name": "Cover",
          "slug": "cover",
          "status": "active",
          "canonId": "019de52d-05f2-729d-9f93-e0504f0a2410",
          "version": 1,
          "description": null
        },
        "function": "front_matter",
        "functionCanon": {
          "name": "Front matter",
          "slug": "front_matter",
          "status": "active",
          "canonId": "019de52d-133d-73f0-9e26-201eda96b098",
          "version": 1,
          "description": null
        },
        "density": "sparse",
        "densityScore": 0,
        "componentCount": 1,
        "textChars": 3,
        "nDataPoints": 0,
        "notes": null,
        "elementsJson": [
          "logo_grid"
        ],
        "confidence": 1,
        "extraction": {
          "model": "google/gemini-3.1-flash-lite-preview-20260303",
          "runId": null,
          "at": "2026-05-02 17:40:13.014+00",
          "seconds": 2.3,
          "promptVersion": "v2-canon-conditioned"
        }
      },
      "links": {
        "slide": "/slides/019dd923-5e88-73ef-bd5d-47815abb602b/37",
        "deck": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b",
        "deckAnchor": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b#slide-37",
        "deckJson": "/decks/019dd923-5e88-73ef-bd5d-47815abb602b.json"
      },
      "components": [
        {
          "bbox": {
            "h": 0.05,
            "w": 0.1,
            "x": 0.45,
            "y": 0.45
          },
          "kind": "image",
          "text": "BCG",
          "attrs": null,
          "canon": {
            "kind": {
              "name": "Image",
              "slug": "image",
              "status": "active",
              "canonId": "019de52c-f978-701f-a720-51d029d769e7",
              "version": 1,
              "description": "Photo, illustration, screenshot or icon."
            },
            "tool": null,
            "subkind": {
              "name": "Logo",
              "slug": "logo",
              "status": "active",
              "canonId": "019de52c-fdaf-743d-94c4-d7c6a0e55302",
              "version": 1,
              "description": null
            },
            "framework": null
          },
          "subkind": "logo",
          "groupRole": null,
          "confidence": null,
          "extraction": {
            "at": "2026-05-02 17:40:13.014+00",
            "model": "google/gemini-3.1-flash-lite-preview-20260303",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "componentId": "7d7b06ef-07a1-46c7-b672-d034b779d776",
          "parentComponentId": null
        }
      ],
      "metrics": [],
      "tools": [
        {
          "tool": {
            "name": "Slide recipe: Cover",
            "slug": "cover-slide",
            "status": "active",
            "bestFor": null,
            "canonId": "019df269-2a08-767d-9128-e7431e6fe8a3",
            "version": 1,
            "bodyDocId": "019df269-29e5-7738-b5fa-6892e5dc8e65",
            "description": "The first ten seconds. Build it deliberately.",
            "familyLabel": "slide-recipe",
            "categoryName": "Slide",
            "categorySlug": "slide"
          },
          "agent": "designer",
          "layer": "slide",
          "agents": [
            "designer"
          ],
          "matchId": "df17b7a9-7a7f-4120-a535-728429f60048",
          "evidence": "BCG logo",
          "pageRefs": null,
          "priority": null,
          "whenToUse": null,
          "confidence": 0.9,
          "extraction": {
            "at": "2026-07-16 21:58:30.493373+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": null
          },
          "pageNumber": 37,
          "whyItWorks": null,
          "antipattern": null,
          "cardinality": null,
          "narrativePurpose": null
        }
      ],
      "frameworks": [],
      "arcBeats": [],
      "loops": [],
      "locked": true
    }
  ],
  "arcBeats": [
    {
      "from": 2,
      "to": 9,
      "label": "Situation & Context",
      "description": "Section 01 'Agent evolution' establishes maturing field and multi-agent direction"
    },
    {
      "from": 10,
      "to": 17,
      "label": "Problem & Complication",
      "description": "PMF reached only narrowly; 6-dim assessment exposes capability gaps"
    },
    {
      "from": 18,
      "to": 23,
      "label": "Solution & Approach",
      "description": "Section 04 introduces MCP and how it slots into enterprise architecture"
    },
    {
      "from": 24,
      "to": 26,
      "label": "Evidence & Proof",
      "description": "Security treatment, A2A coexistence, target-state platform diagram"
    },
    {
      "from": 27,
      "to": 29,
      "label": "Impact & Next Steps",
      "description": "Five numbered enterprise recommendations and team contact page"
    }
  ],
  "loops": [
    {
      "from": 5,
      "to": 9,
      "label": "Maturity Curve",
      "description": "Plot agent maturity from token predictors to multi-agent systems"
    },
    {
      "from": 11,
      "to": 12,
      "label": "Pattern Hunter",
      "description": "Aggregate vendor evidence into a PMF pattern"
    },
    {
      "from": 14,
      "to": 15,
      "label": "Aha Moment",
      "description": "Reveal the 7-month doubling capability insight"
    },
    {
      "from": 16,
      "to": 17,
      "label": "Capability Gap",
      "description": "Diagnose where agents fall short across 6 capabilities"
    },
    {
      "from": 19,
      "to": 21,
      "label": "Zoom In",
      "description": "Zoom from MCP overview into mechanics and gap-fit"
    },
    {
      "from": 22,
      "to": 23,
      "label": "Why Now",
      "description": "Justify why MCP adoption window is open now"
    },
    {
      "from": 24,
      "to": 26,
      "label": "Pre Mortem",
      "description": "Surface failure modes and target-state guardrails"
    },
    {
      "from": 27,
      "to": 27,
      "label": "So What Cascade",
      "description": "Cascade analysis into 5 enterprise recommendations"
    },
    {
      "from": 33,
      "to": 35,
      "label": "Paradox Resolver",
      "description": "Reconcile monolith vs microservice MCP extremes"
    }
  ]
}