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          "slug": "04-tale-two-worlds",
          "status": "active",
          "bestFor": "Competitive analysis, benchmarking, case for change",
          "canonId": "019dd956-674f-750b-b15d-f082e2717f4e",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "Current State -> Desired State / Benchmark -> The Gap & Implication",
          "description": "Show the gap between two states to drive urgency or highlight opportunity",
          "familyLabel": null,
          "categoryName": "Comparison",
          "categorySlug": "comparison"
        },
        "matchId": "019dd95a-088b-72c8-b7e3-91fded0c7412",
        "evidence": "p18-19 set up impact ahead, p20 defines ideal manager (team developer / obstacle remover) — current vs aspirational world",
        "position": 5,
        "objective": "Contrast incoming disruption against the new ideal-manager profile",
        "confidence": 72,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 24,
        "from": 22,
        "loop": {
          "name": "10_iceberg",
          "slug": "10-iceberg",
          "status": "active",
          "bestFor": "Consulting, complex problem solving, organizational change",
          "canonId": "019dd956-69f4-738c-852a-643798da0899",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Symptom (Visible) -> The System (Hidden) -> The Root Cause",
          "description": "Reveal that the visible problem is merely a symptom of a deeper root cause",
          "familyLabel": null,
          "categoryName": "Analysis",
          "categorySlug": "analysis"
        },
        "matchId": "019dd95a-088b-72c8-b7e3-958aefa56544",
        "evidence": "p22 visible: managers ask for upskilling; p23 system: 73% don't take steps; p24 root: a third of time on reporting/coordination, no clarity on focus",
        "position": 6,
        "objective": "Move from visible symptom to root cause of the support gap",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      },
      {
        "to": 28,
        "from": 26,
        "loop": {
          "name": "09_precedent",
          "slug": "09-precedent",
          "status": "active",
          "bestFor": "Risk mitigation, strategy validation, building confidence in new approaches",
          "canonId": "019dd956-695f-7615-8f82-39d919918314",
          "version": 1,
          "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
          "structure": "The Precedent Case -> What Happened -> The Parallel -> Applied Learning",
          "description": "Use historical or external examples to validate your approach",
          "familyLabel": null,
          "categoryName": "Validation",
          "categorySlug": "validation"
        },
        "matchId": "019dd95a-088b-72c8-b7e3-99e0df3be086",
        "evidence": "p26 POCLAC roles + Henrik Kniberg 2x2; p27 maps top-5 ideal abilities onto agile roles; p28 Danone, Airbus, Google, EU healthcare, EU auto OEM cases",
        "position": 7,
        "objective": "Validate the agile prescription with named-company precedents",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:29.689431+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        }
      }
    ],
    "tools": [
      {
        "tool": {
          "name": "Curiosity Gap",
          "slug": "curiosity-gap",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9703-74ef-8b85-96dfd8525025",
          "version": 1,
          "bodyDocId": null,
          "description": "People seek missing information - create open questions that demand resolution",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1321-706c-9a61-674d60d6999e",
        "evidence": "Title-as-question + agile-antidote callout creates open loop",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 1,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Pyramid Principle",
          "slug": "pyramid-principle",
          "status": "active",
          "bestFor": "When the document has a single governing decision or recommendation the reader is asked to accept, and the case can be decomposed into a small number of clean groups. Strategy decks, board memos, investment committee papers.",
          "canonId": "019dd956-7cbd-7219-a477-c871e2bc1aff",
          "version": 1,
          "bodyDocId": "88b6ac56-b880-46f9-8621-ef3491ab6235",
          "description": "Lead with the answer; group three to five MECE supports beneath it; recurse one level down. Top-down hierarchical structure for any document with a single recommendation.",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1321-706c-9a61-80027f105b6c",
        "evidence": "Answer-first exec summary precedes the section-by-section evidence",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": "When the document has a single governing decision or recommendation the reader is asked to accept, and the case can be decomposed into a small number of clean groups. Strategy decks, board memos, investment committee papers.",
        "confidence": 78,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 3,
        "whyItWorks": "Solves the two failure modes of expert communication at once: (1) the long climb where readers wait pages for the answer, and (2) logical mush from non-MECE groupings. Progressive disclosure lets a reader stop at any depth and get the right information.",
        "antipattern": "Chronological structure (\"what we did, what we found, what we conclude\") instead of logical hierarchy. Top-of-pyramid that is a topic (\"strategic options\") instead of an answer (\"pursue Option B because...\"). Non-MECE supports that overlap or fail to cover the universe.",
        "cardinality": null,
        "narrativePurpose": "Transfer conviction with minimum reader effort by mirroring how decision-makers consume information: answer first, scaffolding behind."
      },
      {
        "tool": {
          "name": "SCQA Framework",
          "slug": "scqa-framework",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-7bcb-763f-bdf6-1dfedf3bd36c",
          "version": 1,
          "bodyDocId": "019df22a-a0b0-719e-937e-2ac31e53d32c",
          "description": "Situation, Complication, Question, Answer - structured problem framing",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1321-706c-9a61-7c59c72b46ca",
        "evidence": "Executive summary delivers situation/complication/answer in one frame",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 3,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Before-After-Bridge",
          "slug": "before-after-bridge",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-8604-7188-883f-42370288ad05",
          "version": 1,
          "bodyDocId": null,
          "description": "Narrative structure: Paint the before, show the after, explain the bridge",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1321-706c-9a61-9be73406f060",
        "evidence": "Deck-level before-after-bridge starts here with 'before' (broken management)",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 4,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Negativity Bias",
          "slug": "negativity-bias",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-966c-77ea-a9a5-f6b95671162e",
          "version": 1,
          "bodyDocId": null,
          "description": "Negative events recalled more vividly than positive - use carefully for problem framing",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Storyteller",
        "layer": "block",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1321-706c-9a61-8f3f2c99e130",
        "evidence": "Deck opens body section by amplifying loss/decay framing",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 4,
        "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-1321-706c-9a61-9676a2355518",
        "evidence": "Body opens by naming the problem before agitation/solution beats",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 4,
        "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-1321-706c-9a61-a77fd9046bb5",
        "evidence": "Frames departure of next-gen managers as imminent loss",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 65,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 5,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Tricolon",
          "slug": "tricolon",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a13d-7356-9038-da27abe565f8",
          "version": 1,
          "bodyDocId": null,
          "description": "Three parallel phrases of increasing length or intensity",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1321-706c-9a61-7957a296f193",
        "evidence": "Three escalating stats (81% → 9% → 37%) form a parallel triple",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 3,
        "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-1321-706c-9a61-92df97055b9b",
        "evidence": "Cost-of-inaction loop sets status-quo vs disaster contrast",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 4,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Reveal vs. Headline Strategy",
          "slug": "reveal-vs-headline-strategy",
          "status": "active",
          "bestFor": "Use whenever a deck carries a single load-bearing thesis to a defined audience: headline when the audience is senior, time-poor, scanning, or already aligned with the thesis; reveal when the thesis is contrarian, the audience needs to feel the gap before accepting the bridge, or the deck is a single-pass in-room persuasion artefact. Skip for routine KPI updates, hypothesis-tree discovery decks, or reference material with no thesis.",
          "canonId": "019dd956-9c8b-76fe-b6f3-c2621dbef6d3",
          "version": 1,
          "bodyDocId": "f162d89e-0423-4b27-aa7e-2fe4db1c5d57",
          "description": "The meta-decision at the deck-flow layer of whether to lead with the answer (headline / Minto / top-down) or earn the answer through a built arc (reveal / Sparkline / in medias res). Sequences whole sections by audience cognitive state, stakes, and thesis-direction.",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Designer",
        "layer": "loop",
        "agents": [
          "Designer"
        ],
        "matchId": "019dd95a-1321-706c-9a61-c030f40449ee",
        "evidence": "Solution unveiled after problem build-up rather than headline-first",
        "pageRefs": null,
        "priority": null,
        "whenToUse": "Use whenever a deck carries a single load-bearing thesis to a defined audience: headline when the audience is senior, time-poor, scanning, or already aligned with the thesis; reveal when the thesis is contrarian, the audience needs to feel the gap before accepting the bridge, or the deck is a single-pass in-room persuasion artefact. Skip for routine KPI updates, hypothesis-tree discovery decks, or reference material with no thesis.",
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 7,
        "whyItWorks": "The two strategies optimise for genuinely different audience starting positions — headline for speed of agreement with neutral or sympathetic audiences, reveal for depth of agreement with sceptical or invested ones. Headlining a contrarian thesis triggers reactance; revealing to a transactional audience makes them scan ahead and lose the thread. Naming the choice up front prevents the hybrid that under-performs in both rooms.",
        "antipattern": "The hybrid that pleases nobody — previewing the answer on slide 2 and then attempting a reveal arc. Audience has the answer so the build feels stalled; the build is there so the answer feels under-defended. Adjacent failures: chronological deck labelled reveal, reveal climax on the final slide with no call to action, and headline deck without an SCQA opening.",
        "cardinality": null,
        "narrativePurpose": "Forces the loop-layer author to commit to a single shape — headline or reveal — before sequencing slides, so cadence, slide-one job, and call-to-action placement all flow from one named choice instead of drifting into a hybrid that pleases neither scanners nor sit-forward audiences."
      },
      {
        "tool": {
          "name": "The Turn",
          "slug": "the-turn",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a2b1-7787-8ff6-60ba7e50b814",
          "version": 1,
          "bodyDocId": null,
          "description": "Pivotal moment where perspective shifts or insight emerges",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-1321-706c-9a61-bfee7593f20a",
        "evidence": "Deck pivots from problem framing to solution reveal here",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 7,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Inductive Reasoning",
          "slug": "inductive-reasoning",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-99c6-705e-94cc-76a504c3da37",
          "version": 1,
          "bodyDocId": null,
          "description": "Grouping similar evidence to form a conclusion (Evidence → Pattern → Conclusion)",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1321-706c-9a61-d992674f54fd",
        "evidence": "Pattern-hunter loop opens its evidence chain at this page",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 11,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Vertical Logic",
          "slug": "vertical-logic",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9a25-77b9-9302-04662b84c32b",
          "version": 1,
          "bodyDocId": null,
          "description": "Question/Answer flow down the hierarchy - each level answers Why? or How?",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-1321-706c-9a61-f8e47c02cca8",
        "evidence": "So-what cascade loop opens by drilling from 37% data to insight",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 15,
        "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-1321-706c-9a62-0c2febcf1a7f",
        "evidence": "Tale-of-two-worlds loop sets current state vs incoming disruption here",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:32.384959+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 18,
        "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-1321-706c-9a62-2618d4c1b5d3",
        "evidence": "Iceberg loop opens chain from symptom to root here",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
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            "name": "Situation & Context",
            "end_page": 3,
            "evidence": "Cover, methodology, key insights set survey context (Ipsos+BCG)",
            "position": 1,
            "start_page": 1
          },
          {
            "name": "Problem & Complication",
            "end_page": 16,
            "evidence": "Management at breaking point, 81% job harder, 37% want out, 9% aspire",
            "position": 2,
            "start_page": 4
          },
          {
            "name": "Solution & Approach",
            "end_page": 20,
            "evidence": "New leadership wanted; ideal manager = developer + obstacle remover",
            "position": 3,
            "start_page": 17
          },
          {
            "name": "Evidence & Proof",
            "end_page": 27,
            "evidence": "Time-allocation diagnosis + agile POCLAC roles map to ideal abilities",
            "position": 4,
            "start_page": 21
          },
          {
            "name": "Impact & Next Steps",
            "end_page": 31,
            "evidence": "Reinvent manager experience: Danone/Airbus/Google/EU OEM precedents",
            "position": 5,
            "start_page": 28
          }
        ],
        "evidence": "Classic situation→problem→solution→evidence→impact: methodology+key insights (1-3) frame, breaking-point + unsustainable model (4-16) complicate, ideal manager + agile (17-20, 26-27) solve, time-allocation diagnosis (21-24) proves, company precedents and reinvention agenda (28) close with next steps.",
        "confidence": 85
      },
      "loops": [
        {
          "id": 27,
          "slug": "27-cost-of-inaction",
          "end_page": 6,
          "evidence": "Action titles cascade 'breaking point' → 'no longer sustainable' → 'change expected but managers need guidance' with hard stats (81%, 37%, 66%)",
          "position": 1,
          "objective": "Frame management as a system in crisis with mounting cost",
          "confidence": 80,
          "start_page": 4
        },
        {
          "id": 5,
          "slug": "05-the-reveal",
          "end_page": 8,
          "evidence": "p7 unveils Manager-Team-Trust loop tied to survey pain points; p8 reframes as 'full fledge transformation' across individual and company",
          "position": 2,
          "objective": "Reveal agile as the answer to the framed crisis",
          "confidence": 70,
          "start_page": 7
        },
        {
          "id": 2,
          "slug": "02-pattern-hunter",
          "end_page": 13,
          "evidence": "p11 80% harder, p12 stress + country breakouts, p13 only 41% see net advantages — three independent evidence points yielding pattern",
          "position": 3,
          "objective": "Stack converging evidence that the manager role has become harder",
          "confidence": 78,
          "start_page": 11
        },
        {
          "id": 41,
          "slug": "41-so-what-cascade",
          "end_page": 16,
          "evidence": "p15 only 37% want to remain manager → p16 only 9% aspire to be one — cascade ends in 'model not sought for'",
          "position": 4,
          "objective": "Drive from generational data to the so-what that the model has lost its pull",
          "confidence": 75,
          "start_page": 15
        },
        {
          "id": 4,
          "slug": "04-tale-two-worlds",
          "end_page": 20,
          "evidence": "p18-19 set up impact ahead, p20 defines ideal manager (team developer / obstacle remover) — current vs aspirational world",
          "position": 5,
          "objective": "Contrast incoming disruption against the new ideal-manager profile",
          "confidence": 72,
          "start_page": 18
        },
        {
          "id": 10,
          "slug": "10-iceberg",
          "end_page": 24,
          "evidence": "p22 visible: managers ask for upskilling; p23 system: 73% don't take steps; p24 root: a third of time on reporting/coordination, no clarity on focus",
          "position": 6,
          "objective": "Move from visible symptom to root cause of the support gap",
          "confidence": 80,
          "start_page": 22
        },
        {
          "id": 9,
          "slug": "09-precedent",
          "end_page": 28,
          "evidence": "p26 POCLAC roles + Henrik Kniberg 2x2; p27 maps top-5 ideal abilities onto agile roles; p28 Danone, Airbus, Google, EU healthcare, EU auto OEM cases",
          "position": 7,
          "objective": "Validate the agile prescription with named-company precedents",
          "confidence": 80,
          "start_page": 26
        }
      ],
      "slide_tools": [
        {
          "tools": [
            {
              "id": 123,
              "slug": "opening-hooks",
              "layer": "Slide",
              "evidence": "Cover poses provocative question 'The end of management as we know it?'",
              "confidence": 80
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Title-as-question + agile-antidote callout creates open loop",
              "confidence": 70
            }
          ],
          "page_number": 1
        },
        {
          "tools": [
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Methodology slide cites Ipsos sample (5,000) to lend credibility",
              "confidence": 65
            }
          ],
          "page_number": 2
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Each bullet states a stance (motivation fading, no longer aspiration, change expected)",
              "confidence": 85
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Three specific stats (81%, 9%, 37%) anchor abstract claims",
              "confidence": 90
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Three large white circles on green panel make the percentages pop",
              "confidence": 85
            },
            {
              "id": 92,
              "slug": "tricolon",
              "layer": "Loop",
              "evidence": "Three escalating stats (81% → 9% → 37%) form a parallel triple",
              "confidence": 70
            },
            {
              "id": 1,
              "slug": "scqa-framework",
              "layer": "Block",
              "evidence": "Executive summary delivers situation/complication/answer in one frame",
              "confidence": 75
            },
            {
              "id": 3,
              "slug": "pyramid-principle",
              "layer": "Block",
              "evidence": "Answer-first exec summary precedes the section-by-section evidence",
              "confidence": 78
            }
          ],
          "page_number": 3
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title literally states the verdict: 'Management is at a breaking point'",
              "confidence": 90
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "'Breaking point' framing dramatizes the diagnosis",
              "confidence": 70
            },
            {
              "id": 66,
              "slug": "negativity-bias",
              "layer": "Block",
              "evidence": "Deck opens body section by amplifying loss/decay framing",
              "confidence": 70
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Cost-of-inaction loop sets status-quo vs disaster contrast",
              "confidence": 70
            },
            {
              "id": 27,
              "slug": "problem-agitate-solve-pas",
              "layer": "Block",
              "evidence": "Body opens by naming the problem before agitation/solution beats",
              "confidence": 75
            },
            {
              "id": 26,
              "slug": "before-after-bridge",
              "layer": "Block",
              "evidence": "Deck-level before-after-bridge starts here with 'before' (broken management)",
              "confidence": 65
            }
          ],
          "page_number": 4
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states 'Model is no longer sustainable, next generation is not willing to live with it'",
              "confidence": 88
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Callout: 'Only 37% of managers wish to remain a manager in 5-10 years'",
              "confidence": 85
            },
            {
              "id": 68,
              "slug": "loss-aversion",
              "layer": "Block",
              "evidence": "Frames departure of next-gen managers as imminent loss",
              "confidence": 65
            }
          ],
          "page_number": 5
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states 'good news / bad news' verdict explicitly",
              "confidence": 85
            },
            {
              "id": 152,
              "slug": "unexpected-pattern",
              "layer": "Slide",
              "evidence": "Surfaces paradox: change expected yet poor L&D blocks action",
              "confidence": 70
            }
          ],
          "page_number": 6
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title posits 'agile principles resonate with emerging aspirations'",
              "confidence": 85
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Manager-Team-Trust loop diagram visualises relationship as a cycle",
              "confidence": 75
            },
            {
              "id": 131,
              "slug": "gestalt-principles",
              "layer": "Slide",
              "evidence": "Curved arrows + enclosure group Manager/Team into a unified loop",
              "confidence": 75
            },
            {
              "id": 96,
              "slug": "the-turn",
              "layer": "Loop",
              "evidence": "Deck pivots from problem framing to solution reveal here",
              "confidence": 75
            },
            {
              "id": 81,
              "slug": "reveal-vs-headline-strategy",
              "layer": "Loop",
              "evidence": "Solution unveiled after problem build-up rather than headline-first",
              "confidence": 70
            }
          ],
          "page_number": 7
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title commits 'requires change at individual and company level'",
              "confidence": 85
            },
            {
              "id": 161,
              "slug": "law-of-similarity",
              "layer": "Slide",
              "evidence": "Four icon-circles (journey, paths, coaching, recognition) styled identically",
              "confidence": 70
            },
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Bottom callout 'winning the war for talent & unlocking productivity' delivers a vision close",
              "confidence": 70
            }
          ],
          "page_number": 8
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states '80% of managers and employees consider management is harder than before'",
              "confidence": 88
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific 80% headline statistic",
              "confidence": 85
            },
            {
              "id": 74,
              "slug": "inductive-reasoning",
              "layer": "Loop",
              "evidence": "Pattern-hunter loop opens its evidence chain at this page",
              "confidence": 75
            }
          ],
          "page_number": 11
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states 'Managers feel more stressed, overworked and less supported'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Country flags repeat the same metric set per geography",
              "confidence": 80
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Callout colour highlights French/UK negativity vs Chinese positivity",
              "confidence": 75
            }
          ],
          "page_number": 12
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states 'Only 41% think the role advantages outnumber its disadvantages'",
              "confidence": 85
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Anchors with specific 41% figure",
              "confidence": 85
            }
          ],
          "page_number": 13
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Alternative career progression models are becoming more attractive'",
              "confidence": 85
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "37% want to remain manager headline",
              "confidence": 85
            },
            {
              "id": 75,
              "slug": "vertical-logic",
              "layer": "Loop",
              "evidence": "So-what cascade loop opens by drilling from 37% data to insight",
              "confidence": 70
            }
          ],
          "page_number": 15
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Next generation no longer sees management as the next role to long for'",
              "confidence": 85
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "9% aspire stat anchors the title",
              "confidence": 85
            }
          ],
          "page_number": 16
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title '2/3 of managers believe their role will be deeply impacted'",
              "confidence": 85
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "78% headline + China callout",
              "confidence": 85
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Tale-of-two-worlds loop sets current state vs incoming disruption here",
              "confidence": 70
            }
          ],
          "page_number": 18
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Most see opportunities in the nature of change ahead'",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout annotates that 1 in 4 still minimize the trends",
              "confidence": 70
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title commits to 'team developers and obstacle removers' as ideal",
              "confidence": 88
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Ranked top-abilities list orders the manager profile",
              "confidence": 70
            }
          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'managers first ask for upskilling and clarification of their role'",
              "confidence": 80
            },
            {
              "id": 86,
              "slug": "causal-chain",
              "layer": "Loop",
              "evidence": "Iceberg loop opens chain from symptom to root here",
              "confidence": 70
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'yet most managers do not take the necessary steps' surfaces the contradiction",
              "confidence": 85
            },
            {
              "id": 152,
              "slug": "unexpected-pattern",
              "layer": "Slide",
              "evidence": "Pivot from 'they ask for' to 'they don't act' breaks the expected pattern",
              "confidence": 75
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quantifies '>1/3 of time on reporting and cross-silo coordination'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Six country columns repeat identical bar layout (FR/UK/DE/US/CN + Western avg)",
              "confidence": 85
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Red-coloured cells flag the outliers per row (e.g. 25, 24, 22, 22, 14)",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Bottom callout 'lack of clarity on where they should focus more' annotates the read",
              "confidence": 75
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Leading companies are adopting new ways of working' + 'agile deeply reshapes concept of management'",
              "confidence": 85
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Henrik Kniberg river-crossing cartoon analogises alignment×autonomy quadrants",
              "confidence": 80
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Traditional manager fans into POCLAC with What/How/Teaming labels",
              "confidence": 70
            },
            {
              "id": 85,
              "slug": "argument-from-analogy",
              "layer": "Loop",
              "evidence": "Precedent loop uses agile-elsewhere as analogy for the management problem",
              "confidence": 75
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Role of leadership fostered through agile resonates with the ideal manager'",
              "confidence": 85
            },
            {
              "id": 161,
              "slug": "law-of-similarity",
              "layer": "Slide",
              "evidence": "Two parallel ranked columns (top-5 abilities ↔ agile roles) styled identically",
              "confidence": 78
            },
            {
              "id": 130,
              "slug": "color-strategy",
              "layer": "Slide",
              "evidence": "Chapter Lead/Product Owner/Agile Coach colour-coded across mapping",
              "confidence": 70
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title commits 'companies will need to reinvent the manager experience'",
              "confidence": 85
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Danone, Airbus, Google logos used as authoritative case proofs",
              "confidence": 85
            },
            {
              "id": 226,
              "slug": "social-validation",
              "layer": "Slide",
              "evidence": "Five named companies show peer-firm adoption of the prescription",
              "confidence": 80
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Five identically-formatted case columns (theme + logo + description)",
              "confidence": 75
            }
          ],
          "page_number": 28
        }
      ],
      "slides_seen": 31,
      "deck_summary": "Strong Storymakers alignment: nearly every slide carries an action title, the executive summary fronts an SCQA-style answer, and the body cleanly walks Consultant's Gambit from cost-of-inaction problem framing through agile precedent. Weakest seams are the four section dividers and the appendix, which break the otherwise tight loop chain.",
      "secondary_arcs": [
        {
          "id": 9,
          "slug": "transformation-tale",
          "beats": [
            {
              "name": "Current Reality (Pain)",
              "end_page": 16,
              "evidence": "Manager motivation fading, role unsustainable, next gen rejecting it",
              "position": 1,
              "start_page": 4
            },
            {
              "name": "Future Vision (Gain)",
              "end_page": 20,
              "evidence": "Ideal manager: team developer + obstacle remover + meaning-maker",
              "position": 2,
              "start_page": 17
            },
            {
              "name": "The Bridge",
              "end_page": 28,
              "evidence": "Diagnose gap then prescribe agile roles + reinvent manager experience",
              "position": 3,
              "start_page": 21
            }
          ],
          "evidence": "Deck explicitly contrasts current pain (4-16) with future vision (17-20) and bridges via agile transformation playbook (25-28).",
          "confidence": 65
        }
      ],
      "images_inspected": 7,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "POCLAC (Product Owner / Chapter Lead / Agile Coach)",
              "slug": "poclac",
              "evidence": "Diagram explicitly labels POCLAC splitting traditional manager into 3 roles",
              "confidence": 90
            },
            {
              "name": "2x2 Matrix",
              "slug": "2x2-matrix",
              "evidence": "Henrik Kniberg quadrant chart with axes 'Low/High Alignment' x 'Low/High Autonomy'",
              "confidence": 90
            }
          ],
          "page_number": 26
        }
      ]
    },
    "matchedAt": "2026-04-26 14:15:48+00",
    "slidesSeen": 31,
    "deckSummary": "Strong Storymakers alignment: nearly every slide carries an action title, the executive summary fronts an SCQA-style answer, and the body cleanly walks Consultant's Gambit from cost-of-inaction problem framing through agile precedent. Weakest seams are the four section dividers and the appendix, which break the otherwise tight loop chain.",
    "imagesInspected": 7,
    "extractionSeconds": 356.1455
  },
  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 13:40:18.494+00",
    "subScores": {
      "scqa_arc": 76,
      "action_titles": 82,
      "mece_structure": 73,
      "closing_strength": 50,
      "evidence_quality": 82,
      "clarity_of_thesis": 72,
      "production_quality": 76,
      "visual_storytelling": 74
    },
    "totalScore": 73,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "The deck follows a recognizable Situation-Complication-Question-Answer path from slides 4-8 and 11-28, but the middle often reads as a survey-data sequence rather than a tightly controlled narrative escalation.",
      "action_titles": "Most content slides use insight-bearing sentence titles, for example slide 11: \"80% of managers and employees consider \\\"management\\\" is harder than before.\"",
      "mece_structure": "The section flow is mostly clean across problem, sustainability, change, support gap, and agile lessons, though the change/support sections overlap and the final recommendation is underdeveloped.",
      "closing_strength": "Slide 28 implies the recommendation to reinvent the manager experience, but slides 29-31 move to appendix, disclaimer, and logo without a crisp call to action or next-step plan.",
      "evidence_quality": "Claims are strongly backed by survey methodology on slide 2 and repeated country-level data across slides 11-24, with slide 28 adding company examples, though the examples are not deeply evidenced.",
      "clarity_of_thesis": "Slides 3-5 clearly establish that traditional management is breaking and unsustainable, but the full thesis that agile/new ways of working are the answer is not declaratively stated until slides 7-8.",
      "production_quality": "The deck has consistent BCG-style sectioning, whitespace, footnotes, and action-title density, but dense tables and some awkward title wording reduce polish on slides 8, 20, and 24.",
      "visual_storytelling": "The deck uses appropriate big numbers, charts, tables, and frameworks on slides 4, 11, 13, and 26, but several slides such as 12, 19, and 24 are overcrowded tables that blunt the message."
    },
    "slidesAnalyzed": 31
  },
  "review": {
    "backend": null,
    "verdict": "Well-scaffolded problem-diagnosis deck with strong action titles and MECE dividers, but the 'answer' act is thin and there's no explicit recommendation — use the opening and divider chain as a Storymakers teaching example, not the resolution.",
    "reviewedAt": "2026-04-24 13:45:54+00",
    "slidesSeen": 31,
    "suggestions": [
      "Add a closing 'So what for CEOs/HR' slide after p.28 with 3-4 concrete moves (role redesign, L&D overhaul, time reallocation) tied back to the survey pain points",
      "Rename p.3 from 'Key insights' to the actual punchline ('Management is breaking — agile is the most credible antidote') so even a skimmer gets the thesis",
      "Rebalance act structure: compress p.18-20 (redundant 'change is coming' data) to free room for 2-3 more agile-playbook slides (what to start, stop, keep)"
    ],
    "closingScore": 55,
    "openingScore": 82,
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