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  "subtitle": "Kerrisdale Capital · 2024-08",
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          "description": "Divide a complex topic into mutually exclusive, collectively exhaustive categories",
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          "structure": "The Hypothesis -> Test 1 (Supports/Refutes) -> Test 2 (Supports/Refutes) -> Conclusion (Validated/Pivoted)",
          "description": "State a hypothesis upfront, then systematically prove or disprove it with evidence",
          "familyLabel": null,
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          "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.",
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        "priority": null,
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        "extraction": {
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          "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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        "evidence": null,
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        "priority": null,
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        "confidence": null,
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          "promptVersion": null
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          "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.",
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          "model": "unknown-legacy",
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        "whyItWorks": "- It forces the market to confront **mismatched valuation multiples**:\n  \"this company trades like X but owns Y, which trades at",
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        "confidence": null,
        "extraction": {
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        "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.",
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          "description": "A dedicated slide presenting the named villain visually",
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        "evidence": null,
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          "promptVersion": null
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        "whyItWorks": "Makes the antagonist concrete",
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          "name": "Executive summary",
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          "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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          "name": "Executive summary",
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          "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,
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        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "d10bacf2-6de2-4ae1-ab4d-184c61820a4c",
        "evidence": "The slide is titled 'Company Overview' and contains a financial summary table, company description, and valuation metrics.",
        "pageRefs": null,
        "priority": null,
        "whenToUse": null,
        "confidence": 0.9,
        "extraction": {
          "at": "2026-07-16 23:00:02.213497+00",
          "model": "or:meta-llama/llama-4-scout",
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          "seconds": null,
          "promptVersion": null
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        "pageNumber": 4,
        "whyItWorks": null,
        "antipattern": null,
        "cardinality": "common",
        "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,
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        },
        "agent": null,
        "layer": "slide",
        "agents": null,
        "matchId": "a73082d2-1b51-47c4-a391-8b9fcd6dbcbd",
        "evidence": "The slide is titled 'Recent Developments' and contains paragraphs describing recent announcements and their impact on the company's stock price.",
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    "notes": "Classic Kerrisdale prose-style short report (research_note), not a slide deck. Strong SCQA structure with memorable title 'AI-N't Gonna Fix This Mess'. Argument is narrative/marketing-spin critique plus valuation overstretch rather than accounting-fraud exposure; fraud_exposure tag applied loosely per corpus convention for short reports. Heavy use of third-party voices (former Lumen/Level 3 executives, Cogent CEO Dave Schaeffer, Bank of America analyst) to undermine management's AI framing. Stake % not disclosed beyond 'short positions'. Date set to mid-August 2024 — report references August 12, 2024 Oppenheimer conference quote. Uses both DCF and trading comps to triangulate $0 equity value.",
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        "detail": "LUMN up 400% from ~$1.50 to over $7 in weeks on AI announcements",
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        "detail": "fell -8.6% y/y in 2Q24, worst in company history",
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        "detail": "shrank -1.1% in 2Q24 despite being management's growth bucket",
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      {
        "detail": "6.8x 2024E, near 7.0x peer Verizon/AT&T despite worse fundamentals",
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      {
        "detail": "$1.18/share total, of which only $0.42 is recurring O&M",
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      {
        "detail": "~$1.26bn cash prepayment drives 2024 FCF guidance raise",
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        "detail": "$19.0bn consolidated debt, $17.8bn net",
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        "detail": "10% (~$430m/yr), only 1/7th of excess capacity Corning cites",
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            "canonId": "019dd956-76fd-7577-8bcd-d7d39f7c13a8",
            "version": 1,
            "bodyDocId": "019df22a-2420-77be-bc41-ded96d08cb21",
            "structure": "The Hypothesis -> Test 1 (Supports/Refutes) -> Test 2 (Supports/Refutes) -> Conclusion (Validated/Pivoted)",
            "description": "State a hypothesis upfront, then systematically prove or disprove it with evidence",
            "familyLabel": null
          },
          "matchId": "f579302c-9b73-4f8a-a40d-879f0b9a3020",
          "evidence": "Slides 14-22 provide data and analysis to support the hypothesis",
          "position": 2,
          "objective": "Test the hypothesis that Lumen's stock is overvalued",
          "confidence": 0.7,
          "extraction": {
            "at": "2026-07-16 21:59:34.027687+00",
            "model": "or:meta-llama/llama-4-scout",
            "runId": null,
            "seconds": null,
            "promptVersion": "doc-narrative-v1"
          }
        }
      ],
      "locked": true
    }
  ],
  "arcBeats": [
    {
      "from": 6,
      "to": 9,
      "label": "Problem (Identify pain)",
      "description": "Slides 6-9 highlight Lumen's operational and financial challenges"
    },
    {
      "from": 10,
      "to": 13,
      "label": "Agitate (Make it worse)",
      "description": "Slides 10-13 further emphasize Lumen's problems and their implications"
    },
    {
      "from": 14,
      "to": 22,
      "label": "Solution (Provide relief)",
      "description": "Slides 14-22 provide an implied solution (sell or short-sell) and supporting data"
    }
  ],
  "loops": [
    {
      "from": 6,
      "to": 9,
      "label": "Cost Of Inaction",
      "description": "Highlight the cost of inaction for Lumen's investors"
    },
    {
      "from": 10,
      "to": 13,
      "label": "Mece Breakdown",
      "description": "Break down Lumen's problems into manageable parts"
    },
    {
      "from": 14,
      "to": 22,
      "label": "Hypothesis Test",
      "description": "Test the hypothesis that Lumen's stock is overvalued"
    }
  ]
}