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          "end_page": 45,
          "evidence": "Digital transformation -> almost every new startup is AI -> pilots -> 40% wait until 2026 -> 4-500 apps per enterprise.",
          "position": 5,
          "objective": "Walk from data points to the implication that startups will unbundle incumbents and tools will proliferate",
          "confidence": 60,
          "start_page": 39
        },
        {
          "id": 35,
          "slug": "35-scenario-fork",
          "end_page": 50,
          "evidence": "p.46 CIO/CFO/CEO? Accenture or Bain/BCG/McKinsey? p.47 Uber-style vs Airbnb-style disruption charts; p.48 'change the question'.",
          "position": 6,
          "objective": "Force the audience to choose what kind of disruption AI is",
          "confidence": 65,
          "start_page": 46
        },
        {
          "id": 24,
          "slug": "24-time-machine",
          "end_page": 56,
          "evidence": "p.52 two answers; p.53 'what did we know about the future of the internet'; p.56 Dreams 2005 -> 2025 -> Dreams 2030.",
          "position": 7,
          "objective": "Travel to past tech to defuse certainty about AI's future",
          "confidence": 78,
          "start_page": 52
        }
      ],
      "slide_tools": [
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Quote redefines AI as 'whatever machines can't do yet'.",
              "confidence": 75
            },
            {
              "id": 123,
              "slug": "opening-hooks",
              "layer": "Slide",
              "evidence": "Provocative aphorism opens the deck.",
              "confidence": 80
            },
            {
              "id": 109,
              "slug": "information-gap-theory",
              "layer": "Loop",
              "evidence": "Opens 15_why_now by teasing whether AI is real this time.",
              "confidence": 70
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Quote frames AI as a moving definition.",
              "confidence": 70
            }
          ],
          "page_number": 2
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states the insight: 'once AI works it's just software'.",
              "confidence": 85
            },
            {
              "id": 12,
              "slug": "myth-buster",
              "layer": "Loop",
              "evidence": "Pushes back on common belief that 'AI' is special.",
              "confidence": 55
            }
          ],
          "page_number": 3
        },
        {
          "tools": [
            {
              "id": 97,
              "slug": "cliffhanger",
              "layer": "Loop",
              "evidence": "Slide is just 'Yes, but...' - engineered tension before the pivot.",
              "confidence": 75
            }
          ],
          "page_number": 4
        },
        {
          "tools": [
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Quoted authority asserting AGI race is afoot.",
              "confidence": 65
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Stakes-raising language about the 'final race'.",
              "confidence": 55
            }
          ],
          "page_number": 5
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "S-curve waves labelled Mainframes / PCs / Web / Smartphones / Generative AI.",
              "confidence": 80
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Red dotted curve for Generative AI stands out from grey curves.",
              "confidence": 70
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Subtitle states the periodicity insight.",
              "confidence": 70
            }
          ],
          "page_number": 6
        },
        {
          "tools": [
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Generative AI curve drawn larger and red versus prior shifts.",
              "confidence": 80
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Bigger amplitude for AI curve dramatises 'or more'.",
              "confidence": 75
            }
          ],
          "page_number": 7
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title is the question being framed.",
              "confidence": 75
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Callout 'How far will this keep getting better?' opens the gap.",
              "confidence": 70
            }
          ],
          "page_number": 8
        },
        {
          "tools": [
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Long-quoted forecast lent authority by attribution.",
              "confidence": 70
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'this is Something, but it might be Everything'.",
              "confidence": 75
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Frames the two camps of conversation about AI.",
              "confidence": 70
            }
          ],
          "page_number": 10
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'Lots of investment, lots of progress, no apparent defensibility'.",
              "confidence": 85
            },
            {
              "id": 74,
              "slug": "inductive-reasoning",
              "layer": "Loop",
              "evidence": "Opens pattern-hunter loop that stacks evidence to a conclusion.",
              "confidence": 75
            }
          ],
          "page_number": 12
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'FOMO drives a capex surge' states the thesis.",
              "confidence": 90
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Stacked bars by company show share-of-spend over time.",
              "confidence": 70
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Subtitle: 'you don't want to miss it'.",
              "confidence": 60
            }
          ],
          "page_number": 13
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names the insight: 'Microsoft's margin shift'.",
              "confidence": 80
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Margin time series.",
              "confidence": 65
            }
          ],
          "page_number": 14
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'The Nvidia moat'.",
              "confidence": 80
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Callout: 'Nvidia tries to build a new Sun'.",
              "confidence": 80
            }
          ],
          "page_number": 15
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title declares the verdict: 'Models themselves seem to be commodities'.",
              "confidence": 85
            }
          ],
          "page_number": 16
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'DeepSeek just proves the point'.",
              "confidence": 80
            },
            {
              "id": 157,
              "slug": "sinatra-test",
              "layer": "Slide",
              "evidence": "Single flagship example used to validate commodity thesis.",
              "confidence": 55
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Ongoing price collapse'; callout 'fastest-depreciating asset'.",
              "confidence": 80
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Cost-per-token decline chart.",
              "confidence": 60
            }
          ],
          "page_number": 18
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Borrows the named 'Jevons Paradox' as analogy.",
              "confidence": 75
            },
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Cites a named economic principle as authority.",
              "confidence": 60
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Reframes via the 'better/faster/cheaper: pick two' aphorism.",
              "confidence": 70
            }
          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 113,
              "slug": "mere-exposure-effect",
              "layer": "Loop",
              "evidence": "Identical title to p.20 reinforces aphorism through repetition.",
              "confidence": 50
            }
          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Callout: 'MTOK replaces MHz' - analogises AI to past hardware era.",
              "confidence": 75
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title is the full insight quoted verbatim in callout.",
              "confidence": 90
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 40,
              "slug": "mece-breakdown",
              "layer": "Block",
              "evidence": "Four mutually distinct Big Tech strategies (hardware/commodity/APIs/feature).",
              "confidence": 70
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Strategies grouped into four labelled circles.",
              "confidence": 70
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Nvidia 'Build a hardware platform' circle outlined in red.",
              "confidence": 75
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Subtitle 'Incumbents always try to absorb the new thing'.",
              "confidence": 75
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout caps section: 'Models are commodities, for now'.",
              "confidence": 75
            },
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Hands off to next section by re-stating the thesis.",
              "confidence": 60
            }
          ],
          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'From deterministic to probabilistic software'.",
              "confidence": 80
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three labelled circles: Traditional / ML / LLMs.",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "LLMs circle outlined in red versus grey peers.",
              "confidence": 75
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Easy-to-explain-to-computer vs hard-to-explain-to-intern.",
              "confidence": 65
            }
          ],
          "page_number": 27
        },
        {
          "tools": [
            {
              "id": 97,
              "slug": "cliffhanger",
              "layer": "Loop",
              "evidence": "'That sounds great, but...' transition slide.",
              "confidence": 70
            }
          ],
          "page_number": 28
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title is a posed problem statement.",
              "confidence": 65
            }
          ],
          "page_number": 29
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title poses 'control all software vs another API'.",
              "confidence": 65
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Two competing framings of LLMs juxtaposed.",
              "confidence": 65
            }
          ],
          "page_number": 30
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout interrogates 'why is WAU/DAU so bad?'",
              "confidence": 75
            }
          ],
          "page_number": 31
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states 'use cases easier to see but implementation is hard'.",
              "confidence": 80
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Easy-to-see vs hard-to-implement contrast.",
              "confidence": 60
            }
          ],
          "page_number": 32
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'Cloud is old and boring - but still only 30% of workflows'.",
              "confidence": 80
            },
            {
              "id": 85,
              "slug": "argument-from-analogy",
              "layer": "Loop",
              "evidence": "Uses cloud-adoption history as precedent for AI rollout pace.",
              "confidence": 75
            }
          ],
          "page_number": 33
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'Every platform shift looks like fundamental discontinuity'.",
              "confidence": 70
            },
            {
              "id": 12,
              "slug": "myth-buster",
              "layer": "Loop",
              "evidence": "Pushes back on the 'this time is different' belief.",
              "confidence": 60
            }
          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title teases the 'standard pattern' framework.",
              "confidence": 75
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three circles: Absorb -> Innovate -> Disrupt.",
              "confidence": 85
            },
            {
              "id": 86,
              "slug": "causal-chain",
              "layer": "Loop",
              "evidence": "Arrows show sequence Absorb -> Innovate -> Disrupt.",
              "confidence": 65
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "'Disrupt' circle outlined in red as climax of the pattern.",
              "confidence": 75
            }
          ],
          "page_number": 35
        },
        {
          "tools": [
            {
              "id": 122,
              "slug": "story-moments",
              "layer": "Slide",
              "evidence": "Vignette of a lawyer dismissing AI: 'I don't have that use case'.",
              "confidence": 70
            }
          ],
          "page_number": 36
        },
        {
          "tools": [
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Mirrors p.36's denial with 'I have that use case!'",
              "confidence": 75
            },
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'obviously useful for some professions and workflows'.",
              "confidence": 70
            }
          ],
          "page_number": 37
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'AI coding as the new AWS?' is the analogy.",
              "confidence": 80
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Maps AI coding tools onto AWS step-change.",
              "confidence": 85
            }
          ],
          "page_number": 38
        },
        {
          "tools": [
            {
              "id": 169,
              "slug": "authority-bias",
              "layer": "Slide",
              "evidence": "Quote slide attributed to outside voice.",
              "confidence": 55
            }
          ],
          "page_number": 39
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'Dig into boring back-office processes... to automate'.",
              "confidence": 75
            }
          ],
          "page_number": 40
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout 'Unbundling Excel, Email and Oracle'.",
              "confidence": 80
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "Frames startups as 'unbundling' incumbents.",
              "confidence": 70
            }
          ],
          "page_number": 41
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quantifies '(Almost) every new startup is AI'.",
              "confidence": 80
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Trend chart of AI-tagged startups.",
              "confidence": 55
            }
          ],
          "page_number": 42
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'Enterprise software takes time, with early disappointments'.",
              "confidence": 80
            }
          ],
          "page_number": 43
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'a quarter of CIOs launched something - 40% wait until 2026'.",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Quoted percentages embedded in callout.",
              "confidence": 60
            }
          ],
          "page_number": 44
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: '4-500 apps per large enterprise'.",
              "confidence": 75
            }
          ],
          "page_number": 45
        },
        {
          "tools": [
            {
              "id": 95,
              "slug": "call-and-response",
              "layer": "Loop",
              "evidence": "Stack of unanswered questions in red, daring the audience to choose.",
              "confidence": 80
            },
            {
              "id": 89,
              "slug": "anaphora",
              "layer": "Loop",
              "evidence": "Repeated 'Is this...?' opening across three lines.",
              "confidence": 75
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Forces audience to assess scope: CIO/CFO/CEO; Accenture vs MBB.",
              "confidence": 70
            }
          ],
          "page_number": 46
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'redefining the market can mean very different things'.",
              "confidence": 75
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Two paired line charts: NY taxis vs Uber and US hotels vs Airbnb.",
              "confidence": 90
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Substitution disruption (Uber) vs additive disruption (Airbnb).",
              "confidence": 80
            },
            {
              "id": 129,
              "slug": "chart-selection-guide",
              "layer": "Slide",
              "evidence": "Two-line time-series with red highlight on the disruptor.",
              "confidence": 75
            }
          ],
          "page_number": 47
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'Do you replace Google, or ask something entirely new?'",
              "confidence": 75
            },
            {
              "id": 67,
              "slug": "curiosity-gap",
              "layer": "Block",
              "evidence": "Frames disruption as a question reframe.",
              "confidence": 65
            }
          ],
          "page_number": 48
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout names the trillion-dollar prize and 'how does that money move'.",
              "confidence": 80
            },
            {
              "id": 156,
              "slug": "emotional-appeal",
              "layer": "Slide",
              "evidence": "Massive dollar number raises the stakes.",
              "confidence": 55
            }
          ],
          "page_number": 49
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states the posit directly.",
              "confidence": 80
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "'Like every other shift' vs 'no-one knows' as paired endpoints.",
              "confidence": 75
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Central red 'Insert your question here' circle stands out.",
              "confidence": 80
            }
          ],
          "page_number": 52
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'What did we know about the future of the internet?'",
              "confidence": 70
            },
            {
              "id": 85,
              "slug": "argument-from-analogy",
              "layer": "Loop",
              "evidence": "Uses 'no-one ever knows' across past tech to defuse forecasting confidence.",
              "confidence": 70
            }
          ],
          "page_number": 53
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Callout: 'most boring chart in tech... trillions of dollars of global value'.",
              "confidence": 75
            },
            {
              "id": 129,
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      "Replace the closing arc (s52-s56) with an explicit 'so what for you' slide: 3 MECE recommendations split by audience (CIO / CFO / CEO), echoing the question raised in s46 but actually answering it",
      "Rewrite the three section dividers as action titles - e.g., s11 -> 'Model building: lots of capex, no defensibility'; s26 -> 'Deployment: the use-case gap, not the model gap, decides winners'; s51 -> 'The platform shift is real, but its shape is not yet decided'",
      "Compress the 5-slide quote-stack opening (s2-s5) into one or two slides so the deck reaches its core question by slide 3, not slide 7",
      "Convert paragraph-question titles (s30, s46) into single declarative claims and move the questions into the body, so the title bar always carries the insight"
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      "Memorable, quotable callouts that act as pull-quotes (s18 'most expensive and fastest-depreciating asset in tech history', s23 'ChatGPT is the only AI brand with consumer awareness')",
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