{
  "chapter_index": 10,
  "chapter_title": "Wishocracy",
  "total_chars": 18142,
  "total_duration_ms": 676044,
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    {
      "scene_index": 1,
      "title": "Passing the Treaty",
      "narration_text": "Congratulations! You've passed a one percent treaty. Now you've got twenty-seven point two billion dollars per year flowing into the one percent Treaty Fund.",
      "context": "The narrator announces the successful passage of the one percent treaty and the resulting annual funding.",
      "char_start": 0,
      "char_end": 156,
      "start_ms": 720,
      "end_ms": 9640,
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    },
    {
      "scene_index": 2,
      "title": "Human Involvement",
      "narration_text": " That's the good news. The bad news is that humans are involved.",
      "context": "The narrator notes that the involvement of humans complicates the allocation of the treaty funds.",
      "char_start": 156,
      "char_end": 220,
      "start_ms": 10640,
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    },
    {
      "scene_index": 3,
      "title": "Automatic Deductions",
      "narration_text": "\n\nNot all of it is available for allocation. First, the automatic deductions (think of these as the \"cost of convincing humans to stop killing each other\" tax):",
      "context": "Introduction to the various mandatory deductions that reduce the total fund before allocation.",
      "char_start": 220,
      "char_end": 381,
      "start_ms": 15260,
      "end_ms": 25520,
      "duration_ms": 10260,
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      "_auto_generated": {
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    },
    {
      "scene_index": 4,
      "title": "Victory Bond Repayment",
      "narration_text": "\n\nVICTORY Incentive Alignment Bond investors receive ten percent, or two point seven two billion dollars, to repay campaign funders.",
      "context": "Describing the first deduction meant to repay the investors who funded the campaign.",
      "char_start": 381,
      "char_end": 514,
      "start_ms": 26020,
      "end_ms": 34640,
      "duration_ms": 8620,
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      "_auto_generated": {
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    },
    {
      "scene_index": 5,
      "title": "Political Alignment",
      "narration_text": "\n\nPolitical incentives from Incentive Alignment Bonds receive ten percent, or two point seven two billion dollars, to keep politicians aligned.",
      "context": "Detailing the second deduction used to ensure politicians remain aligned with the treaty's goals.",
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      "start_ms": 35280,
      "end_ms": 44840,
      "duration_ms": 9560,
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    },
    {
      "scene_index": 6,
      "title": "Wishocracy's Share",
      "narration_text": "\n\nEighty percent, or twenty-one point eight billion dollars, is available for Wishocracy as the amount you get to allocate.",
      "context": "Revealing the final amount available for allocation through the Wishocracy system.",
      "char_start": 656,
      "char_end": 777,
      "start_ms": 44840,
      "end_ms": 52440,
      "duration_ms": 7600,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 7,
      "title": "Resisting Special Interests",
      "narration_text": "\n\nHow do you stop parasitic special interests from stealing that twenty-one point eight billion dollars? If history is any guide, you don't.",
      "context": "The narrator questions how to protect the fund from lobbyists and special interest groups.",
      "char_start": 777,
      "char_end": 916,
      "start_ms": 53520,
      "end_ms": 61900,
      "duration_ms": 8380,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 8,
      "title": "Lobbyist Ants",
      "narration_text": " Every pool of money humanity has ever created has attracted lobbyists the way a dropped ice cream cone attracts ants, except ants at least work hard.",
      "context": "A cynical comparison between the behavior of lobbyists and ants attracted to sugar.",
      "char_start": 916,
      "char_end": 1067,
      "start_ms": 62620,
      "end_ms": 72160,
      "duration_ms": 9540,
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      "_auto_generated": {
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    },
    {
      "scene_index": 9,
      "title": "Code vs Committees",
      "narration_text": "\n\nWishocracy replaces committees with code and representatives with mathematics. It lets eight billion people collectively decide how to spend ",
      "context": "Explaining how Wishocracy uses mathematics and code to bypass traditional bureaucratic hurdles.",
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      "start_ms": 72500,
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    },
    {
      "scene_index": 10,
      "title": "Avoiding Nightmares",
      "narration_text": "twenty-one point eight billion dollars without turning it into a bureaucratic nightmare.",
      "context": "Emphasizing that the system allows for mass decision-making without creating inefficiency.",
      "char_start": 1211,
      "char_end": 1299,
      "start_ms": 81420,
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    },
    {
      "scene_index": 11,
      "title": "The Stomach Analogy",
      "narration_text": "\nThe difference between this and the N.I.H. is like asking two hundred bureaucrats what you should have for lunch versus asking your stomach.",
      "context": "A humorous comparison between centralized government research funding and biological instinct.",
      "char_start": 1299,
      "char_end": 1440,
      "start_ms": 87740,
      "end_ms": 95180,
      "duration_ms": 7440,
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      "_auto_generated": {
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    },
    {
      "scene_index": 12,
      "title": "Professional Courtesy",
      "narration_text": " Your stomach has never once funded a colleague's lunch out of professional courtesy.",
      "context": "The narrator highlights the lack of political bias in biological needs compared to bureaucracies.",
      "char_start": 1440,
      "char_end": 1525,
      "start_ms": 95820,
      "end_ms": 100460,
      "duration_ms": 4640,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 13,
      "title": "Branding Wishonia",
      "narration_text": "\n\nOn my home planet (also called Wishonia, because we named the system after ourselves, which your species would call \"branding\"),",
      "context": "The narrator shares background information about their home planet's naming and culture.",
      "char_start": 1525,
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      "start_ms": 101180,
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      "duration_ms": 7230,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 14,
      "title": "Alien Wishocracy",
      "narration_text": " we've been running Wishocracy for four thousand two hundred and ninety-seven years. It still works.",
      "context": "Providing historical proof of Wishocracy's longevity and success on the narrator's home world.",
      "char_start": 1654,
      "char_end": 1754,
      "start_ms": 109340,
      "end_ms": 115180,
      "duration_ms": 5840,
      "timestamp_source": "alignment",
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    },
    {
      "scene_index": 15,
      "title": "Allocation Method",
      "narration_text": "\n\nHow Wishocracy Allocates the one percent Treaty Fund: Decentralized Crowdfunding.",
      "context": "Introducing the specific mechanism of decentralized crowdfunding used to allocate funds.",
      "char_start": 1754,
      "char_end": 1836,
      "start_ms": 116300,
      "end_ms": 121760,
      "duration_ms": 5460,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 16,
      "title": "Campaign Proposals",
      "narration_text": "\n\nYour decentralized institutes of health network functions as a decentralized crowdfunding platform. Anyone can submit a campaign proposal.",
      "context": "Explaining the open-access nature of the platform where anyone can propose a project.",
      "char_start": 1836,
      "char_end": 1976,
      "start_ms": 120920,
      "end_ms": 131940,
      "duration_ms": 11020,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 17,
      "title": "Competing Campaigns",
      "narration_text": " Wishocracy allocates funds from the one percent Treaty Fund across competing campaigns.",
      "context": "Detailing how the funds are spread across various health-related proposals.",
      "char_start": 1976,
      "char_end": 2064,
      "start_ms": 131580,
      "end_ms": 137500,
      "duration_ms": 5920,
      "timestamp_source": "alignment",
      "_auto_generated": {
        "keyframe_prompt": "",
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    },
    {
      "scene_index": 18,
      "title": "Global Kickstarter",
      "narration_text": "\nIt's Kickstarter, but backed by the G.D.P. of nations instead of your friend's credit card.",
      "context": "A modern comparison to help humans understand the scale and security of the funding.",
      "char_start": 2064,
      "char_end": 2157,
      "start_ms": 136820,
      "end_ms": 143220,
      "duration_ms": 6400,
      "timestamp_source": "alignment",
      "_auto_generated": {
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      }
    },
    {
      "scene_index": 19,
      "title": "Automated FDA",
      "narration_text": "\n\nWhat your decentralized F.D.A. handles automatically (no voting required):",
      "context": "Defining the processes that are handled algorithmically without the need for collective voting.",
      "char_start": 2157,
      "char_end": 2232,
      "start_ms": 142760,
      "end_ms": 149060,
      "duration_ms": 6300,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 20,
      "title": "Testing Choices",
      "narration_text": "\n\nFor which treatments get tested, companies register and patients choose (capitalism doing something useful).",
      "context": "Explaining how market forces and patient choice determine which treatments enter testing.",
      "char_start": 2232,
      "char_end": 2342,
      "start_ms": 148420,
      "end_ms": 156160,
      "duration_ms": 7740,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 21,
      "title": "Diseases and Mortality",
      "narration_text": "\n\nFor which diseases get researched, patients join trials for their conditions (people tend to be motivated about their own mortality).",
      "context": "Describing how patient participation drives the direction of disease research.",
      "char_start": 2342,
      "char_end": 2477,
      "start_ms": 156620,
      "end_ms": 164840,
      "duration_ms": 8220,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 22,
      "title": "Resource Allocation",
      "narration_text": "\n\nResource allocation within trials is handled by market prices and participant choices.",
      "context": "Detailing how resources within medical trials are distributed through market mechanics.",
      "char_start": 2477,
      "char_end": 2565,
      "start_ms": 164280,
      "end_ms": 170940,
      "duration_ms": 6660,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 23,
      "title": "Wishocracy's Hard Decisions",
      "narration_text": "\n\nWhat Wishocracy Actually Decides:\n\nThe hard stuff. Allocation across campaign proposals competing for one percent Treaty Fund funds:",
      "context": "Defining the core subjective decisions that the Wishocracy system handles.",
      "char_start": 2565,
      "char_end": 2700,
      "start_ms": 170420,
      "end_ms": 180640,
      "duration_ms": 10220,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 24,
      "title": "Infrastructure Plumbing",
      "narration_text": "\n\nInfrastructure Campaigns (the boring but essential plumbing).\n\nThe Decentralized Framework for Drug Assessment Development has a one billion dollar per year proposal.",
      "context": "Listing the necessary infrastructure projects that require large-scale funding.",
      "char_start": 2700,
      "char_end": 2869,
      "start_ms": 180260,
      "end_ms": 190980,
      "duration_ms": 10720,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 25,
      "title": "EHR Integration",
      "narration_text": "\n\nThe Epic electronic health records, or E.H.R. integration project, is five million dollars one-time.",
      "context": "A specific one-time funding proposal for health record system integration.",
      "char_start": 2869,
      "char_end": 2970,
      "start_ms": 190980,
      "end_ms": 198260,
      "duration_ms": 7280,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 26,
      "title": "AWS Services",
      "narration_text": "\n\nAmazon Web Services, or A.W.S. infrastructure services, is three million dollars per year.",
      "context": "Mentioning the recurring cost for cloud infrastructure to support the system.",
      "char_start": 2970,
      "char_end": 3061,
      "start_ms": 198260,
      "end_ms": 204520,
      "duration_ms": 6260,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 27,
      "title": "Security Audit",
      "narration_text": "\n\nThe Security Audit Program is two million dollars per year.",
      "context": "Detailing the annual cost for maintaining the security of the decentralized health network.",
      "char_start": 3061,
      "char_end": 3121,
      "start_ms": 205180,
      "end_ms": 208640,
      "duration_ms": 3460,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 28,
      "title": "FDA Competition",
      "narration_text": "\n\nAn alternative decentralized F.D.A. is eight million dollars per year (competition! novel concept for government!).",
      "context": "The narrator mocks the government's lack of competition while introducing a funded alternative.",
      "char_start": 3121,
      "char_end": 3237,
      "start_ms": 208300,
      "end_ms": 217380,
      "duration_ms": 9080,
      "timestamp_source": "alignment",
      "_auto_generated": {
        "keyframe_prompt": "",
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    },
    {
      "scene_index": 29,
      "title": "Public Goods",
      "narration_text": "\n\nPublic Goods (things the market won't fund because nobody gets rich curing diseases that don't sell pills).",
      "context": "Defining the 'Public Goods' category, which covers non-profitable medical research.",
      "char_start": 3237,
      "char_end": 3345,
      "start_ms": 216880,
      "end_ms": 224280,
      "duration_ms": 7400,
      "timestamp_source": "alignment",
      "_auto_generated": {
        "keyframe_prompt": "",
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    },
    {
      "scene_index": 30,
      "title": "Trial Subsidies",
      "narration_text": "\n\n\"Patient Trial Subsidies Program\" — eight hundred million dollars per year (automatic formula).",
      "context": "A fund set aside to help patients participate in clinical trials.",
      "char_start": 3345,
      "char_end": 3440,
      "start_ms": 223900,
      "end_ms": 229960,
      "duration_ms": 6060,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 31,
      "title": "Off-Patent Research",
      "narration_text": "\n\n\"Off-Patent Drug Research\" — twenty billion dollars per year.",
      "context": "A massive allocation for researching drugs that are no longer protected by patents.",
      "char_start": 3440,
      "char_end": 3502,
      "start_ms": 229640,
      "end_ms": 234560,
      "duration_ms": 4920,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 32,
      "title": "Rare Diseases and Failures",
      "narration_text": "\n\n\"Rare Disease Initiative\" — ten billion dollars per year.\n\n\"Negative Results Publishing Fund\" — five billion dollars per year",
      "context": "Allocations for rare diseases and the crucial sharing of failed experimental data.",
      "char_start": 3502,
      "char_end": 3629,
      "start_ms": 233980,
      "end_ms": 242360,
      "duration_ms": 8380,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 33,
      "title": "Value of Negative Results",
      "narration_text": "\n\n(yes, knowing what *doesn't* work is worth billions; your species keeps re-running failed experiments because nobody publishes failures).",
      "context": "The narrator criticizes humanity's habit of repeating mistakes due to hidden negative data.",
      "char_start": 3629,
      "char_end": 3769,
      "start_ms": 241860,
      "end_ms": 251760,
      "duration_ms": 9900,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 34,
      "title": "Service Bidding",
      "narration_text": "\n\nService Provider Bids (capitalism, but supervised).\n\n\"Data Storage Provider A\" — two billion dollars per year.",
      "context": "Explaining the supervised bidding process for service providers within the system.",
      "char_start": 3769,
      "char_end": 3880,
      "start_ms": 251820,
      "end_ms": 260180,
      "duration_ms": 8360,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 35,
      "title": "Storage Competition",
      "narration_text": "\n\n\"Data Storage Provider B\" — one point five billion dollars per year (competing).",
      "context": "Showing how competition between providers keeps the costs of the infrastructure down.",
      "char_start": 3880,
      "char_end": 3962,
      "start_ms": 260079,
      "end_ms": 265360,
      "duration_ms": 5281,
      "timestamp_source": "alignment",
      "_auto_generated": {
        "keyframe_prompt": "",
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    },
    {
      "scene_index": 36,
      "title": "Pragmatic Insurance Pool",
      "narration_text": "\"Pragmatic Clinical Trial Insurance Pool\" — ten billion dollar reserve.\n\nHow It Works: Pairwise Comparisons Between Campaigns.",
      "context": "Introducing the 10 billion dollar Pragmatic Clinical Trial Insurance Pool and its fundamental operational mechanism.",
      "char_start": 7944,
      "char_end": 8070,
      "start_ms": 541740,
      "end_ms": 550940,
      "duration_ms": 9200,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 37,
      "title": "Committees Fail",
      "narration_text": "\n\nNo committee on Earth has ever looked at a list of ten thousand proposals and made a good decision. Committees are where good ideas go to die of old age.",
      "context": "Explaining why traditional committees fail at making good decisions when faced with large numbers of proposals.",
      "char_start": 8070,
      "char_end": 8224,
      "start_ms": 550520,
      "end_ms": 559940,
      "duration_ms": 9420,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 38,
      "title": "Pairwise Comparisons",
      "narration_text": " Instead, the global population votes using pairwise comparisons:\n\n\"What's more important right now:\"",
      "context": "Introducing the concept of pairwise comparisons as an alternative to committee-based decision making.",
      "char_start": 8224,
      "char_end": 8321,
      "start_ms": 559660,
      "end_ms": 566260,
      "duration_ms": 6600,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 39,
      "title": "Priority Trade-offs",
      "narration_text": "\n\n\"Framework for drug assessment development\" versus \"Alzheimer's prize\"?\n\n\"Epic integration\" versus \"Security audits\"?",
      "context": "Giving specific examples of the trade-offs voters might face between infrastructure and medical prizes.",
      "char_start": 8321,
      "char_end": 8443,
      "start_ms": 565920,
      "end_ms": 574560,
      "duration_ms": 8640,
      "timestamp_source": "alignment",
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    },
    {
      "scene_index": 40,
      "title": "Research Allocations",
      "narration_text": "\n\n\"Rare disease research\" versus \"An alternative drug assessment framework\"?\n\n\"Patient subsidies\" versus \"Infrastructure spending\"?",
      "context": "Further examples of pairwise choices between research goals and infrastructure spending.",
      "char_start": 8443,
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      "start_ms": 574340,
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      "duration_ms": 9040,
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    },
    {
      "scene_index": 41,
      "title": "Preferred Funding",
      "narration_text": "\n\nMillions of people make simple pairwise choices. The algorithm aggregates preferences into funding allocations. No filibustering.",
      "context": "Describing how mass participation in simple choices leads to definitive funding allocations without political delays.",
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    },
    {
      "scene_index": 42,
      "title": "No More Filibustering",
      "narration_text": " No horse-trading. No senators holding medical research hostage because they want a highway in their district.\n\nWhy You Can't Just Use a Spreadsheet.",
      "context": "Emphasizing that this method removes political obstacles like filibustering and district-based pork-barrel politics.",
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    },
    {
      "scene_index": 43,
      "title": "Implementation Choices",
      "narration_text": "\n\nSomeone is going to ask, \"Why not just write a formula?\" Because the decisions look like this:\n\nOne. Multiple competing implementations —",
      "context": "Addressing the question of why a simple formula isn't sufficient for complex implementation choices.",
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      "_auto_generated": {
        "keyframe_prompt": "",
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    },
    {
      "scene_index": 44,
      "title": "Team Competition",
      "narration_text": " Three teams want to build the drug assessment platform. Which one? All three? Two? The one with the best logo?",
      "context": "Illustrating the difficulty of choosing between different teams proposing the same infrastructure projects.",
      "char_start": 9010,
      "char_end": 9122,
      "start_ms": 613880,
      "end_ms": 622740,
      "duration_ms": 8860,
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    },
    {
      "scene_index": 45,
      "title": "Valuation Trade-offs",
      "narration_text": "\n\nTwo. Trade-offs between prizes — one hundred billion dollars for aging reversal or fifty billion dollars for Alzheimer's plus fifty billion dollars for cancer?",
      "context": "Humanity must decide how to value general versus specific medical research outcomes.",
      "char_start": 9122,
      "char_end": 9280,
      "start_ms": 622200,
      "end_ms": 634760,
      "duration_ms": 12560,
      "timestamp_source": "alignment",
      "_auto_generated": {
        "keyframe_prompt": "",
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    },
    {
      "scene_index": 46,
      "title": "Collective Values",
      "narration_text": " There is no \"correct\" answer. There is only what humanity collectively values, which is exactly what Wishocracy measures.",
      "context": "Explaining that the goal is not a formulaic 'correct' answer, but a measurement of collective human values.",
      "char_start": 9280,
      "char_end": 9404,
      "start_ms": 634340,
      "end_ms": 643840,
      "duration_ms": 9500,
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      "_auto_generated": {
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      }
    },
    {
      "scene_index": 47,
      "title": "Public Goods",
      "narration_text": "\n\nThree. Public goods allocation — How much for off-patent drugs versus rare diseases? Markets won't answer this because there's no profit in it.",
      "context": "Highlighting where markets fail, such as in the funding of off-patent drugs and rare disease research.",
      "char_start": 9404,
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      "start_ms": 643540,
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      "_auto_generated": {
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      }
    },
    {
      "scene_index": 48,
      "title": "Service Competition",
      "narration_text": "\n\nFour. Service provider competition — Which companies get contracts for what amounts?",
      "context": "Managing the competitive bidding process between different service providers within the system.",
      "char_start": 9556,
      "char_end": 9645,
      "start_ms": 653300,
      "end_ms": 659640,
      "duration_ms": 6340,
      "timestamp_source": "alignment",
      "_auto_generated": {
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      }
    },
    {
      "scene_index": 49,
      "title": "Steering and Engines",
      "narration_text": "\n\nYour decentralized F.D.A. allocates resources WITHIN pragmatic clinical trials. Wishocracy allocates resources BETWEEN campaigns.",
      "context": "Defining the separate roles of the decentralized FDA and Wishocracy in resource allocation.",
      "char_start": 9645,
      "char_end": 9776,
      "start_ms": 660200,
      "end_ms": 669800,
      "duration_ms": 9600,
      "timestamp_source": "alignment",
      "_auto_generated": {
        "keyframe_prompt": "",
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      }
    },
    {
      "scene_index": 50,
      "title": "Steering the Wheel",
      "narration_text": " One is the engine, the other is the steering wheel. You need both unless you enjoy driving into walls.",
      "context": "An analogy explaining why both clinical trial management and overarching priority setting are necessary.",
      "char_start": 9776,
      "char_end": 9881,
      "start_ms": 669320,
      "end_ms": 677140,
      "duration_ms": 7820,
      "timestamp_source": "alignment",
      "_auto_generated": {
        "keyframe_prompt": "",
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      }
    },
    {
      "scene_index": 51,
      "title": "Simple Voting",
      "narration_text": "\n\nThe core of Wishocracy is a voting method so simple, even a congressman could do it (though we'd recommend they practice first).",
      "context": "Humorously describing the core simplicity of the Wishocracy voting system.",
      "char_start": 9881,
      "char_end": 10014,
      "start_ms": 677140,
      "end_ms": 686660,
      "duration_ms": 9520,
      "timestamp_source": "alignment",
      "_auto_generated": {
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      }
    },
    {
      "scene_index": 52,
      "title": "APPA",
      "narration_text": " It's called Aggregated Pairwise Preference Allocation, or simply, the Pairwise Slider Allocation.",
      "context": "Formally naming the voting method used by the Wishocracy platform.",
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      "char_end": 10112,
      "start_ms": 687260,
      "end_ms": 693620,
      "duration_ms": 6360,
      "timestamp_source": "alignment",
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      }
    },
    {
      "scene_index": 53,
      "title": "Comparison Strength",
      "narration_text": "\n\nYour brain can't rank a list of twenty priorities. It gives up around item number seven. But it's fantastic at comparing two things.",
      "context": "Cognitive science justification for using pairwise comparisons over traditional list-based ranking.",
      "char_start": 10112,
      "char_end": 10249,
      "start_ms": 693220,
      "end_ms": 702400,
      "duration_ms": 9180,
      "timestamp_source": "alignment",
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      }
    },
    {
      "scene_index": 54,
      "title": "The System Question",
      "narration_text": "\n\nInstead of asking, \"Rank these ten thousand campaign proposals,\" the system asks:\n\n\"What's more important right now:",
      "context": "Showing how the system reduces massive complexity into a single, simple question for the voter.",
      "char_start": 10249,
      "char_end": 10366,
      "start_ms": 701780,
      "end_ms": 705410,
      "duration_ms": 3630,
      "timestamp_source": "alignment",
      "_auto_generated": {
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    },
    {
      "scene_index": 55,
      "title": "Making the Choice",
      "narration_text": " decentralized F.D.A. protocol development or security audits?\"\n\nYou make a choice. That's it. You do this a few times with different random pairs.",
      "context": "Describing the user experience of making quick choices between randomly presented infrastructure pairs.",
      "char_start": 10366,
      "char_end": 10511,
      "start_ms": 386278,
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      "timestamp_source": "interpolation",
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      }
    },
    {
      "scene_index": 56,
      "title": "Speed of Input",
      "narration_text": " It takes five minutes. Less time than you spend choosing a Netflix show, and considerably more important. Millions of other people do the same.",
      "context": "Putting the voter's time commitment into perspective compared to trivial daily choices.",
      "char_start": 10511,
      "char_end": 10660,
      "start_ms": 391682,
      "end_ms": 397234,
      "duration_ms": 5552,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 57,
      "title": "Real-time Ranking",
      "narration_text": "\nAn algorithm takes all these simple, head-to-head comparisons and builds a real-time ranking of infrastructure and public goods priorities.",
      "context": "Explaining how the algorithm transforms individual votes into a global priority list.",
      "char_start": 10660,
      "char_end": 10805,
      "start_ms": 397234,
      "end_ms": 402637,
      "duration_ms": 5403,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 58,
      "title": "Infrastructure Focus",
      "narration_text": "\n\n(Remember: Wishocracy doesn't allocate between diseases. Patients do that by choosing which trials to join.",
      "context": "Clarifying that Wishocracy does not pick winning diseases; it sets up the infrastructure for research.",
      "char_start": 10805,
      "char_end": 10910,
      "start_ms": 402637,
      "end_ms": 406550,
      "duration_ms": 3913,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 59,
      "title": "Market Limits",
      "narration_text": " Wishocracy allocates between *infrastructure campaigns* and *public goods* that markets can't handle.).",
      "context": "Defining the specific target of Wishocracy's allocation: non-marketable public goods.",
      "char_start": 10910,
      "char_end": 11017,
      "start_ms": 406550,
      "end_ms": 410537,
      "duration_ms": 3987,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 60,
      "title": "Crowds and Math",
      "narration_text": "\n\nIt's the wisdom of crowds, but without the crowds having to talk to each other.\n\nWhy This Actually Works (Math Warning).",
      "context": "Transitioning to the mathematical and statistical reasons why the Wisdom of Crowds is effective in this context.",
      "char_start": 11017,
      "char_end": 11147,
      "start_ms": 410537,
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      "timestamp_source": "interpolation",
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    },
    {
      "scene_index": 61,
      "title": "Preventing Gaming",
      "narration_text": "\n\nRandom pairs prevent gaming.\nYou can't lobby five million people.\nWell, you can try.\nGood luck.",
      "context": "Explaining how the randomness of the pairing prevents special interest groups from manipulating the results.",
      "char_start": 11147,
      "char_end": 11241,
      "start_ms": 415382,
      "end_ms": 418884,
      "duration_ms": 3502,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 62,
      "title": "Preference Extraction",
      "narration_text": "\n\nStatistical models (Bradley-Terry, PageRank) extract global preferences from individual comparisons.",
      "context": "Mentioning the specific mathematical models used to synthesize individual choices into global priorities.",
      "char_start": 11241,
      "char_end": 11340,
      "start_ms": 418884,
      "end_ms": 422574,
      "duration_ms": 3690,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 63,
      "title": "Google for Health",
      "narration_text": "\nThe same math that ranks Google search results can rank humanity's medical priorities.\nGoogle uses it to find cat videos.",
      "context": "Drawing a comparison between the ranking of internet search results and human medical priorities.",
      "char_start": 11340,
      "char_end": 11470,
      "start_ms": 422574,
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      "timestamp_source": "interpolation",
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    },
    {
      "scene_index": 64,
      "title": "Canceling Outliers",
      "narration_text": "\nYou'll use it to cure cancer.\nProgress.\n\nOutliers cancel out.\nThe guy who votes \"fund my personal jetpack\" gets drowned out",
      "context": "Describing how mass participation filters out nonsensical or purely selfish outlier requests.",
      "char_start": 11470,
      "char_end": 11600,
      "start_ms": 427418,
      "end_ms": 432262,
      "duration_ms": 4844,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 65,
      "title": "Reliable Wisdom",
      "narration_text": " by the millions voting for \"cure my mother's Alzheimer's.\".\n\nWisdom of crowds emerges.\nReliably.",
      "context": "The emergence of collective focus on shared human needs over individual eccentricities.",
      "char_start": 11600,
      "char_end": 11700,
      "start_ms": 432262,
      "end_ms": 435989,
      "duration_ms": 3727,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 66,
      "title": "The Math Example",
      "narration_text": "\nRepeatedly.\nBoringly.\n\nExample with real numbers:\n\nfive million people vote.\nEach makes twenty comparisons.",
      "context": "Providing a numerical scale of how much data the system collects from its participants.",
      "char_start": 11700,
      "char_end": 11811,
      "start_ms": 435989,
      "end_ms": 440125,
      "duration_ms": 4136,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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      }
    },
    {
      "scene_index": 67,
      "title": "Rapid Processing",
      "narration_text": "\n\nThat's one hundred million data points.\n\nAlgorithm processes them in seconds.",
      "context": "Concluding with the efficiency of modern computation in processing vast amounts of human preference data.",
      "char_start": 11811,
      "char_end": 11894,
      "start_ms": 440125,
      "end_ms": 443218,
      "duration_ms": 3093,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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      }
    },
    {
      "scene_index": 68,
      "title": "Budget Output Starts",
      "narration_text": "Output: \"Allocate forty percent to patient subsidy programs, twenty-five percent to decentralized F.D.A. protocol development,",
      "context": "The system begins outputting the budget results calculated from millions of individual crowd-sourced inputs.",
      "char_start": 15716,
      "char_end": 15840,
      "start_ms": 585641,
      "end_ms": 590262,
      "duration_ms": 4621,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 69,
      "title": "Continuing the Budget",
      "narration_text": " fifteen percent to off-patent drug research, ten percent to rare disease initiatives, five percent to security infrastructure,",
      "context": "The AI continues reading out the specific percentage allocations for the healthcare budget.",
      "char_start": 15840,
      "char_end": 15967,
      "start_ms": 590262,
      "end_ms": 594994,
      "duration_ms": 4732,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 70,
      "title": "Budget Finalized",
      "narration_text": " five percent to negative results publishing...\".\n\nNo committee meetings were harmed in the making of this budget.",
      "context": "The final budget items are listed followed by a humorous remark about the lack of bureaucratic interference.",
      "char_start": 15967,
      "char_end": 16080,
      "start_ms": 594994,
      "end_ms": 599205,
      "duration_ms": 4211,
      "timestamp_source": "interpolation",
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    },
    {
      "scene_index": 71,
      "title": "Distributed Stupidity",
      "narration_text": "\n\nIt's democracy without the shouting. The stupidity is still there, but it's evenly distributed across millions of people and thus cancels out.",
      "context": "The narrator explains the theory behind the system: mass participation offsets individual human errors.",
      "char_start": 16080,
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      "start_ms": 599205,
      "end_ms": 604608,
      "duration_ms": 5403,
      "timestamp_source": "interpolation",
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    },
    {
      "scene_index": 72,
      "title": "The Wisdom of Crowds",
      "narration_text": "\nThis is called \"the wisdom of crowds.\" It works for the same reason that guessing the weight of a cow at a fair works:",
      "context": "Introducing a classic statistical analogy to explain why the Wishocracy system is accurate.",
      "char_start": 16225,
      "char_end": 16343,
      "start_ms": 604608,
      "end_ms": 609006,
      "duration_ms": 4398,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 73,
      "title": "Collective Accuracy",
      "narration_text": " individually you're all terrible at it, but collectively you're weirdly accurate. About half of the ten thousand civilizations",
      "context": "Describing the paradox of group accuracy versus individual failure in estimation tasks.",
      "char_start": 16343,
      "char_end": 16470,
      "start_ms": 609006,
      "end_ms": 613738,
      "duration_ms": 4732,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 74,
      "title": "Interstellar Voting Habits",
      "narration_text": " I've worked with use some version of this.\nThe other half voted against it, which turned out to be the last thing they voted on.",
      "context": "The narrator adds a dark joke about alien civilizations that failed to adopt collective decision-making.",
      "char_start": 16470,
      "char_end": 16600,
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      "timestamp_source": "interpolation",
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    },
    {
      "scene_index": 75,
      "title": "Priorities to Projects",
      "narration_text": "\n\nFrom Priorities to Projects (Where Wishes Become Tasks).\n\nGreat, so the Pairwise Slider Allocation tells you \"Curing Alzheimer's\"",
      "context": "Transitioning from the abstract voting phase to the practical implementation phase of the system.",
      "char_start": 16600,
      "char_end": 16732,
      "start_ms": 618582,
      "end_ms": 623501,
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    },
    {
      "scene_index": 76,
      "title": "Wish vs Plan",
      "narration_text": " is a top priority. Wonderful. Now what? Having a priority without a plan is just a wish. And wishes, as a rule, don't cure anything.",
      "context": "Critiquing the difference between simply wanting something and having a concrete plan to achieve it.",
      "char_start": 16732,
      "char_end": 16864,
      "start_ms": 623501,
      "end_ms": 628420,
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    },
    {
      "scene_index": 77,
      "title": "Wishocracy in Action",
      "narration_text": " Wishocracy translates that priority into action.\n\nA.I. Breaks It Down: An A.I. takes the impossible goal of \"Cure Alzheimer's\"",
      "context": "Explaining how the AI begins the decomposition of a massive medical goal into manageable parts.",
      "char_start": 16864,
      "char_end": 16992,
      "start_ms": 628420,
      "end_ms": 633190,
      "duration_ms": 4770,
      "timestamp_source": "interpolation",
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    },
    {
      "scene_index": 78,
      "title": "Deconstructing Alzheimer's",
      "narration_text": " and breaks it into thousands of smaller, concrete, fundable tasks.\n\n\"Cure Alzheimer's\" becomes \"Map protein structures.\"",
      "context": "Showing how a vague goal is turned into a specific scientific requirement.",
      "char_start": 16992,
      "char_end": 17113,
      "start_ms": 633190,
      "end_ms": 637699,
      "duration_ms": 4509,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 79,
      "title": "Possible Steps",
      "narration_text": " That becomes \"Run AlphaFold on these sequences.\" That becomes \"Rent computing time.\" Every impossible problem is just a series",
      "context": "Continuing the breakdown into granular technical tasks that can be easily funded and executed.",
      "char_start": 17113,
      "char_end": 17241,
      "start_ms": 637699,
      "end_ms": 642469,
      "duration_ms": 4770,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 80,
      "title": "Pyramid Wisdom",
      "narration_text": " of possible steps arranged in a line.\n\nYour species figured this out for building pyramids four thousand five hundred years ago",
      "context": "Comparing modern project management to the organizational feats of the ancient Egyptians.",
      "char_start": 17241,
      "char_end": 17370,
      "start_ms": 642469,
      "end_ms": 647276,
      "duration_ms": 4807,
      "timestamp_source": "interpolation",
      "_auto_generated": {
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    },
    {
      "scene_index": 81,
      "title": "The Bounty Board",
      "narration_text": " but keeps forgetting to apply it to medicine.\n\nThe Bounty Board: The system posts these tasks to a global marketplace.",
      "context": "Introducing the global marketplace where decomposed tasks are offered to the public.",
      "char_start": 17370,
      "char_end": 17489,
      "start_ms": 647276,
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      "duration_ms": 4434,
      "timestamp_source": "interpolation",
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    },
    {
      "scene_index": 82,
      "title": "Saving Humanity Marketplace",
      "narration_text": " It's eBay, but for saving humanity.\n\nWANTED: A cure for Alzheimer's. BOUNTY: ten billion dollars.\n\nWANTED: A map of all protein",
      "context": "Providing examples of the massive financial rewards offered for solving specific medical milestones.",
      "char_start": 17489,
      "char_end": 17621,
      "start_ms": 651710,
      "end_ms": 656629,
      "duration_ms": 4919,
      "timestamp_source": "interpolation",
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    },
    {
      "scene_index": 83,
      "title": "The World Competes",
      "narration_text": " misfolding patterns. BOUNTY: five hundred million dollars.\n\nThe World Competes: The best teams from around the world,",
      "context": "Highlighting how the bounty system attracts talent from everywhere on the planet.",
      "char_start": 17621,
      "char_end": 17739,
      "start_ms": 656629,
      "end_ms": 661026,
      "duration_ms": 4397,
      "timestamp_source": "interpolation",
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    },
    {
      "scene_index": 84,
      "title": "Global Bidding",
      "narration_text": " from M.I.T. to some kid in a garage in Lagos, bid on these tasks. The system funds multiple approaches in parallel.",
      "context": "Describing the diverse range of participants and the parallel funding model.",
      "char_start": 17739,
      "char_end": 17855,
      "start_ms": 661026,
      "end_ms": 665349,
      "duration_ms": 4323,
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      "_auto_generated": {
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    },
    {
      "scene_index": 85,
      "title": "Venture Capital for Health",
      "narration_text": " The ones that show promise get more funding. The ones that fail lose funding instantly.\n\nIt's venture capital, but for not dying.",
      "context": "Explaining the ruthless but efficient Darwinian funding system applied to medical research.",
      "char_start": 17855,
      "char_end": 17985,
      "start_ms": 665349,
      "end_ms": 670193,
      "duration_ms": 4844,
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      "title": "Applying Consumer Logic",
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