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          "structure": "The Giant's Weakness -> Our Slingshot (Unique Edge) -> The Topple",
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        "tool": {
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          "slug": "before-after-framing",
          "status": "active",
          "bestFor": "For turnaround / reform proposals",
          "canonId": "019dd9e1-528b-72ec-a563-e5dcb9410f67",
          "version": 1,
          "bodyDocId": "019dd9a1-80bf-72e9-980b-ccd1c0cd3488",
          "description": "You visualise two futures side by side: the trajectory the target is on\ntoday, and the trajectory under your proposed intervention. The reader\nhas to see the delta to feel the stakes.\n\nIt's the rhetorical cousin of the peer-gap — same visual grammar\n(comparison), but across **time** instead of across peers.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
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        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "For turnaround / reform proposals",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:49.936794+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
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        "whyItWorks": "- It **quantifies the opportunity cost** of inaction. \"Doing nothing\"\n  becomes a concrete, visible path, not an abstraction.\n- It **makes the Answer tangible**. The prescription isn't a paragraph;\n  it's a trajectory the reader can point at.\n- It **pre-empts the status-quo defence**. Management usually argues \"we\n  have a plan\". Your chart shows what their plan looks like vs. yours.\n- It **satisfies both the Architect** (math adds up) **and the Storyteller**\n  (emotional delta between two futures).",
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
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      {
        "tool": {
          "name": "CEO quote contradiction",
          "slug": "ceo-quote-contradiction",
          "status": "active",
          "bestFor": "When management credibility is the lever",
          "canonId": "019dd9e1-52e9-717f-8454-93e627563ed6",
          "version": 1,
          "bodyDocId": "019dd9a1-8296-720d-8f51-da76937f9415",
          "description": "You reproduce management's own words — verbatim, with source and date — and\nthen place them next to the outcome that contradicts them. The CEO built\nthe rope; you put it around their own neck.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
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        "layer": "document",
        "agents": null,
        "matchId": "e3a43531-af6e-48c5-acd8-89d5d4800bb5",
        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When management credibility is the lever",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:49.936794+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": null,
        "whyItWorks": "- **Maximum credibility**: no adjective you could write is as damning as the\n  target's own prior statement.\n- **No rebuttal path**: management can't argue they didn't say it.\n- **It forces accountability onto a person**, not an institution — even if\n  you aren't explicitly naming a villain elsewhere.\n- **Reporters amplify it**. A CEO-quote-contradiction slide is quotable,\n  which means it lands in WSJ/FT/Bloomberg coverage.",
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        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
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          "slug": "peer-gap",
          "status": "active",
          "bestFor": "When relative underperformance is the core argument",
          "canonId": "019dd9e1-54f1-775a-94a1-d5cf3bb75abf",
          "version": 1,
          "bodyDocId": "019dd9a1-8653-7748-9050-807f067196c3",
          "description": "A single visual that benchmarks the target against its best-in-class peers on\na single quantitative KPI — and shows the target losing. The gap is the\npunchline.",
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        },
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        "layer": "document",
        "agents": null,
        "matchId": "ae616423-3d7e-42d5-8b0f-2d0b65fa5674",
        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When relative underperformance is the core argument",
        "confidence": null,
        "extraction": {
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          "model": "unknown-legacy",
          "runId": null,
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        "pageNumber": null,
        "whyItWorks": "- It's the **most credible claim in the deck** because it's arithmetic, not\n  opinion.\n- It's immediately **actionable** — close this gap and value accrues.\n- It **pre-empts the \"context is different\" defence** by pitting the target\n  against direct peers in the same category.",
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      {
        "tool": {
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          "bestFor": "For breakup / spin-off theses",
          "canonId": "019dd9e1-51e5-73ad-9d1e-e77d4afe3125",
          "version": 1,
          "bodyDocId": "019df22a-9ecd-71db-8fa1-5f5eff36697f",
          "description": "You break the target into its constituent businesses or asset classes, value\neach separately against its own peer set, and show that the total is\nmaterially greater than the current market capitalisation. The \"gap\" is the\nconglomerate discount — or worse, accounting opacity hiding a crown-jewel\nasset.",
          "familyLabel": null,
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          "categorySlug": null
        },
        "agent": null,
        "layer": "document",
        "agents": null,
        "matchId": "7d484649-9d21-46ef-b92c-7f6b8f46597b",
        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "For breakup / spin-off theses",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:49.936794+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": null,
        "whyItWorks": "- It forces the market to confront **mismatched valuation multiples**:\n  \"this company trades like X but owns Y, which trades at",
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "tool": {
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          "slug": "villain-naming",
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          "bestFor": "When governance or specific decisions are the core thesis",
          "canonId": "019dd9e1-55a4-74db-9314-0ced4cd46cd2",
          "version": 1,
          "bodyDocId": "019dd9a1-88f1-72ad-8f4e-56ec29d7b369",
          "description": "You identify a **specific person** responsible for the target's underperformance\nor the behaviour you want changed — and name them. Not \"management\" or \"the\nboard\". A named executive or director with a specific failure attributable to\nthem.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "document",
        "agents": null,
        "matchId": "91ed50d9-34ff-42e0-a98b-0a6f6f2ce34e",
        "evidence": "Alan Shaw (CEO) and the incumbent Board, including Chair Amy Miles; newly appointed COO John Orr also criticized",
        "pageRefs": null,
        "priority": null,
        "whenToUse": "When governance or specific decisions are the core thesis",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:49.936794+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": null,
        "whyItWorks": "- **Accountability needs a face.** Voters (shareholders, regulators,\n  journalists) act faster against people than institutions.\n- **Credibility rises with specificity.** \"The CFO has repeatedly missed\n  guidance\" > \"Management has missed guidance\".\n- It **pre-empts evasion**. An individual can be removed; an abstraction\n  cannot.\n- It **forces the target to respond personally** — and their defensive\n  response usually generates more attention for your thesis.",
        "antipattern": null,
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      },
      {
        "tool": {
          "name": "Villain slide",
          "slug": "villain-slide",
          "status": "active",
          "bestFor": "In activist decks where the personality matters",
          "canonId": "019dd9e1-518c-7404-976a-5be5a517b659",
          "version": 1,
          "bodyDocId": null,
          "description": "A dedicated slide presenting the named villain visually",
          "familyLabel": null,
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          "categorySlug": null
        },
        "agent": null,
        "layer": "document",
        "agents": null,
        "matchId": "78071ffb-034c-45d8-ab35-1dfe7261f26d",
        "evidence": null,
        "pageRefs": null,
        "priority": null,
        "whenToUse": "In activist decks where the personality matters",
        "confidence": null,
        "extraction": {
          "at": "2026-04-29 12:07:49.936794+00",
          "model": "unknown-legacy",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": null,
        "whyItWorks": "Makes the antagonist concrete",
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "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": "d16d00ff-0663-4ac0-afaf-8b6958621ab5",
        "evidence": "type: cover",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.9,
        "extraction": {
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          "model": "or:meta-llama/llama-4-scout",
          "runId": null,
          "seconds": null,
          "promptVersion": null
        },
        "pageNumber": 1,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": null,
        "narrativePurpose": null
      },
      {
        "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.",
          "familyLabel": null,
          "categoryName": null,
          "categorySlug": null
        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "5941e6a4-e6d5-44f0-94d6-affff6e299cc",
        "evidence": "type: executive_summary",
        "pageRefs": null,
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        "whenToUse": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-07-16 22:55:13.396832+00",
          "model": "or:meta-llama/llama-4-scout",
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          "promptVersion": null
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        "pageNumber": 4,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": "common",
        "narrativePurpose": null
      },
      {
        "tool": {
          "name": "Slide recipe: the peer-gap chart",
          "slug": "peer-gap-chart-recipe",
          "status": "active",
          "bestFor": null,
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    "notes": "193-page full proxy deck for the 2024 NSC annual meeting. Campaign operates under a custom 'Move NSC Forward' brand (dedicated logo, website movensscforward.com). Structure: Executive Summary (p.4-26), Case for Change (Financial / Operations / Safety / Governance p.27-94), Solution — New Board & Management (p.95-131), Plan to Move NSC Forward (p.132+). Precedent playbook is core — Pershing Square/CP and Mantle Ridge/CSX both cited with indexed TSR charts. Activists nominated 7 directors including former Ohio Governor John Kasich, ex-KCS/CN railroader Sameh Fahmy, former CSX director Gilbert Lamphere, XPO director Allison Landry, Betsy Atkins, James Barber Jr., and William Clyburn Jr. Stake percentage not disclosed on sampled pages (described as 'meaningful equity stake'). Value bridge on p.25 is a multi-driver share-price waterfall, not a business-segment SOTP, so contains_sum_of_parts = false. Tone is sharply adversarial against CEO Shaw and Chair Miles, with detailed personal attacks on compensation and insider selling (p.68-70).",
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        "detail": "NSC 67.4% vs CSX 59.6% vs Class I avg 61.1% in FY2023 — +780bps gap to CSX, +630bps to peers",
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