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        "extraction": {
          "at": "2026-04-29 13:07:29.779839+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
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        }
      },
      {
        "to": 19,
        "from": 17,
        "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-08f7-737a-a003-ca3aecfd1487",
        "evidence": "51 board seats +34% (p17), 13 proxy fights vs 10 (p18), settlements +32% (p19).",
        "position": 6,
        "objective": "Stack outcome metrics to show activists are winning",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:29.779839+00",
          "model": "claude-legacy",
          "runId": null,
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        }
      },
      {
        "to": 21,
        "from": 20,
        "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-08f7-737a-a003-cf13d450a5b3",
        "evidence": "p20 SEC 13G + ISS personnel changes (trigger); p21 five forward-looking watch items.",
        "position": 7,
        "objective": "Frame regulatory triggers and open questions for the year",
        "confidence": 60,
        "extraction": {
          "at": "2026-04-29 13:07:29.779839+00",
          "model": "claude-legacy",
          "runId": null,
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        }
      }
    ],
    "tools": [
      {
        "tool": {
          "name": "Governing Thought",
          "slug": "governing-thought",
          "status": "active",
          "bestFor": "When the deck makes a recommendation, decision, or argues a position; when defining the top of a pyramid before structuring supports; when an SCQA opening needs an Answer; when stripping topic-style titles in favour of action titles.",
          "canonId": "019dd956-8286-760e-8638-77558a0d71ba",
          "version": 1,
          "bodyDocId": "06f7d5a5-daab-44c1-9d67-63c52ba03962",
          "description": "The single declarative sentence at the apex of a Minto pyramid that summarises and is supported by everything beneath it — the answer the deck exists to defend.",
          "familyLabel": null,
          "categoryName": "Block",
          "categorySlug": "block"
        },
        "agent": "Architect",
        "layer": "block",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-18fa-708b-8055-7de09155bce2",
        "evidence": "Unifying thesis: activity remains strong despite uncertainty.",
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When the deck makes a recommendation, decision, or argues a position; when defining the top of a pyramid before structuring supports; when an SCQA opening needs an Answer; when stripping topic-style titles in favour of action titles.",
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:33.88059+00",
          "model": "claude-legacy",
          "runId": null,
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          "promptVersion": null
        },
        "pageNumber": 2,
        "whyItWorks": "Forces the writer to commit to a position before structuring the case — exposes muddled thinking that hides safely inside topic-style headings. Gives busy readers the answer in the first cognitive beat and enables progressive disclosure of the supporting case.",
        "antipattern": "Topic-style headings ('Strategic options for growth', 'Considerations for Europe') instead of declarative claims with verbs. Multi-sentence apex statements. Qualifier-laden hedges. Noun-phrase labels ('Recommendation: acquisition of Target B') pretending to be sentences. Fake governing thoughts — confident apex the supports don't actually force.",
        "cardinality": null,
        "narrativePurpose": "Anchor the document in one defensible claim with a working verb, so the audience knows the answer before they read the proof and the entire structure ladders up to it."
      },
      {
        "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-18fa-708b-8055-7a182eac361d",
        "evidence": "Page 2 places top-down summary upfront before deep dive in p3-19.",
        "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": 80,
        "extraction": {
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          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 2,
        "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."
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      {
        "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-18fa-708b-8056-6ce4f38bfdfd",
        "evidence": "Each theme is phrased as an unresolved question (e.g. 'Will break-up demands persist?').",
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        "confidence": 80,
        "extraction": {
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          "runId": null,
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        "pageNumber": 21,
        "whyItWorks": null,
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      },
      {
        "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-18fa-708b-8055-8131556aa2a1",
        "evidence": "Four numbered observation chunks group the entire summary.",
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        "confidence": 80,
        "extraction": {
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      },
      {
        "tool": {
          "name": "Data Story Arc",
          "slug": "data-story-arc",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9c30-728e-b974-d3fb123dcf5a",
          "version": 1,
          "bodyDocId": null,
          "description": "Context → Conflict → Insight → Implication structure for data narratives",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
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        "evidence": "Loop opens with context (global volume) before drilling down.",
        "pageRefs": null,
        "priority": "Core",
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        "confidence": 70,
        "extraction": {
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          "model": "claude-legacy",
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        "pageNumber": 3,
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      {
        "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-18fa-708b-8055-d69fb6b44a50",
        "evidence": "Multiple campaign examples accumulate to a 'who is active' pattern.",
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        "priority": "Core",
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        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:33.88059+00",
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        "pageNumber": 8,
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      },
      {
        "tool": {
          "name": "Horizontal Logic",
          "slug": "horizontal-logic",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-9a85-7199-aaa6-4314cd50dcfa",
          "version": 1,
          "bodyDocId": null,
          "description": "Logical grouping at the same level - items must relate coherently",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Architect",
        "layer": "loop",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-18fa-708b-8055-f4b2abeef4f9",
        "evidence": "Loop applies same regional template across US/Europe/UK/APAC.",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:33.88059+00",
          "model": "claude-legacy",
          "runId": null,
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        },
        "pageNumber": 11,
        "whyItWorks": null,
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      },
      {
        "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-18fa-708b-8056-21b0208f9e9f",
        "evidence": "Loop systematically compares Q1 demand mix vs four-year average.",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:33.88059+00",
          "model": "claude-legacy",
          "runId": null,
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        "pageNumber": 15,
        "whyItWorks": null,
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      },
      {
        "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-18fa-708b-8056-3d5ce6e91138",
        "evidence": "Outcome metrics (seats, fights, settlements) stack to a single 'activists winning' pattern.",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 75,
        "extraction": {
          "at": "2026-04-29 13:07:33.88059+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
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        "pageNumber": 17,
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        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Information Gap Theory",
          "slug": "information-gap-theory",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd956-a856-765e-88bc-f703bdfec762",
          "version": 1,
          "bodyDocId": null,
          "description": "Curiosity arises from gap between what we know and want to know",
          "familyLabel": null,
          "categoryName": "Loop",
          "categorySlug": "loop"
        },
        "agent": "Storyteller",
        "layer": "loop",
        "agents": [
          "Storyteller"
        ],
        "matchId": "019dd95a-18fa-708b-8056-71aa63e84413",
        "evidence": "Five open questions surface what the audience does not yet know.",
        "pageRefs": null,
        "priority": null,
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        "confidence": 70,
        "extraction": {
          "at": "2026-04-29 13:07:33.88059+00",
          "model": "claude-legacy",
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        "pageNumber": 21,
        "whyItWorks": null,
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      },
      {
        "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-18fa-708b-8055-6c8a19b49c97",
        "evidence": "Each of the 4 blocks has an insight headline (e.g. 'Surging U.S. Activity Leads Another Strong Q1').",
        "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 13:07:33.88059+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
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        },
        "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": "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": "23dda66c-1508-45af-a897-afa0d5927b12",
        "evidence": "list/bullet: Break-Up Campaigns Popular Despite Fewer M&A Demands Overall: 26% M&A thesis (vs 45% avg), break-ups in 10% of campaigns, strategic/operational focus at 24% (up 23% vs avg).",
        "pageRefs": null,
        "priority": "Core",
        "whenToUse": null,
        "confidence": 0.7,
        "extraction": {
          "at": "2026-07-16 21:54:03.830983+00",
          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
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        "pageNumber": 2,
        "whyItWorks": null,
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        "cardinality": null,
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      },
      {
        "tool": {
          "name": "Core Message Extraction",
          "slug": "core-message-extraction",
          "status": "active",
          "bestFor": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
          "canonId": "019dd956-bc71-707d-8867-1b2e810175cf",
          "version": 1,
          "bodyDocId": "f85613cb-4b77-462f-bfe6-3b862516e1a6",
          "description": "The discipline of distilling raw analysis, data, or content into a single declarative sentence — the slide's core message — that the audience would walk away with if they remembered nothing else. Process, not artefact: extraction questions run on the raw content until one sentence falls out.",
          "familyLabel": null,
          "categoryName": "Slide",
          "categorySlug": "slide"
        },
        "agent": "Architect",
        "layer": "slide",
        "agents": [
          "Architect"
        ],
        "matchId": "019dd95a-18fa-708b-8055-71b69732c500",
        "evidence": "Left column distills each section to a single phrase.",
        "pageRefs": null,
        "priority": null,
        "whenToUse": "Any slide that carries an argument or finding. The diagnostic: if the slide has a chart on it, it needs a core message. Run extraction whenever the current title is a topic (Q3 performance, Customer satisfaction) rather than a claim, or when a reader could reasonably draw more than one conclusion from the visible evidence.",
        "confidence": 80,
        "extraction": {
          "at": "2026-04-29 13:07:33.88059+00",
          "model": "claude-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 2,
        "whyItWorks": "Solves the two failure modes of slide writing simultaneously: the topic title (which outsources interpretation to the audience and produces three different conclusions in three different heads) and the multi-thesis stapler (which exceeds working memory and gets remembered as fragments). Aligns with how readers actually consume decks — Heath & Heath's Find the Core, the journalist's nut graf, and Minto's governing thought all converge on the same cognitive economics.",
        "antipattern": "Topic titles disguised as core messages (Customer satisfaction, no verb, no stake); multi-thesis sentences stapled with and; hedged sentences (may show signs of possible softening); chart-caption titles (Revenue fell 4%) that restate what the chart already shows instead of naming the so-what; meta-commentary (this slide explores...) that describes the slide rather than concluding it.",
        "cardinality": null,
        "narrativePurpose": "Forces the slide author to do the interpretive work before the slide ships, so the audience does not have to do it during the meeting. Wins the WYSIATI battle on purpose — the loudest fragment on the page becomes the author's chosen sentence rather than whichever chart label happens to be largest."
      },
      {
        "tool": {
          "name": "Executive summary",
          "slug": "executive-summary",
          "status": "active",
          "bestFor": null,
          "canonId": "019dd9e1-4b63-72d5-9734-da757d91ca61",
          "version": 1,
          "bodyDocId": null,
          "description": "A condensed view of the entire argument on a single slide / block.",
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        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "13aa5462-d58c-47b9-8f5e-7bbea61c7640",
        "evidence": "title/headline: Observations on the Global Activism Environment in Q1 2025",
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        "priority": null,
        "whenToUse": null,
        "confidence": 0.7,
        "extraction": {
          "at": "2026-07-16 21:54:03.872505+00",
          "model": "or:meta-llama/llama-4-scout",
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      "Add an SCQA opener after the cover: Situation (activism rising) → Complication (sector concentration shifts targeting risk onto Industrials/Tech/Healthcare) → Question (are you prepared?) → Answer (preview the 3-4 defensive themes the deck supports)",
      "Rewrite p.7, p.8, p.10 titles into declarative claims — e.g., p.7 'Sub-$5bn companies bore a disproportionate share of Q1 targeting'",
      "Replace p.21 with an explicit 'Recommended board actions for Q2 2025' slide tying each theme to a defensive posture the Advisory Group can deliver"
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      "Section topic labels on p.7, p.8, p.10 break the action-title discipline held elsewhere",
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    "openingCritique": "Slide 2 leads with the answer ('global campaign activity remained strong with 70 campaigns YTD, up 17% YoY') which is a solid thesis anchor, but the cover and first page do not frame stakes for the reader — why should a board or CEO care about this now?",
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    "titleQualityScore": 78,
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