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    "name": "Architecture of Dependency and Autonomy — The Foundational Book",
    "author": "L. M. Marlowe",
    "url": "https://notanalgorithm.org/book/",
    "prior_art_anchor": "2025-11-07",
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      "label": "Preface",
      "filename": "00-preface.html",
      "title": "How the Theory Emerged from a Life That Should Not Have Produced It",
      "headline": "Preface: How the Theory Emerged from a Life That Should Not Have Produced It",
      "url": "https://notanalgorithm.org/book/00-preface.html",
      "description": "Where this work came from, and what it does not pretend to be."
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      "label": "Chapter 1",
      "filename": "01-what-i-didnt-know.html",
      "title": "What I Didn't Know",
      "headline": "Chapter 1 of 22: What I Didn't Know",
      "url": "https://notanalgorithm.org/book/01-what-i-didnt-know.html",
      "description": "How a social worker who didn't know what ERCOT was started writing the math that named the system."
    },
    {
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      "label": "Chapter 2",
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      "title": "Symptoms of a Life Lived Inside the Institutional System",
      "headline": "Chapter 2 of 22: Symptoms of a Life Lived Inside the Institutional System",
      "url": "https://notanalgorithm.org/book/02-symptoms.html",
      "description": "Institutions seldom reveal their failures through dramatic collapse. The signs appear gradually, woven into everyday life."
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      "label": "Chapter 3",
      "filename": "03-ai-as-cognitive-mirror.html",
      "title": "AI as a Cognitive Mirror",
      "headline": "Chapter 3 of 22: AI as a Cognitive Mirror",
      "url": "https://notanalgorithm.org/book/03-ai-as-cognitive-mirror.html",
      "description": "What happens when a system reflects your thinking back to you without interpretation, projection, or correction."
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      "title": "Misrecognition",
      "headline": "Chapter 4 of 22: Misrecognition",
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      "description": "Before diagnosis, before ideology, before explanation — the structural moment of being seen as something you are not."
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      "title": "The Invisible Teacher",
      "headline": "Chapter 5 of 22: The Invisible Teacher",
      "url": "https://notanalgorithm.org/book/05-invisible-teacher.html",
      "description": "How environments train you without anyone teaching anything. The lesson is in the architecture."
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      "title": "Sorting",
      "headline": "Chapter 6 of 22: Sorting",
      "url": "https://notanalgorithm.org/book/06-sorting.html",
      "description": "How being legible to the system replaces having actual capacity. The form starts to count more than the person."
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      "filename": "07-dependence.html",
      "title": "Dependence Without the Word",
      "headline": "Chapter 7 of 22: Dependence Without the Word",
      "url": "https://notanalgorithm.org/book/07-dependence.html",
      "description": "When help becomes the default, dependency arrives without ever being named."
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      "title": "Naming the Pattern",
      "headline": "Chapter 8 of 22: Naming the Pattern",
      "url": "https://notanalgorithm.org/book/08-naming-the-pattern.html",
      "description": "The moment support stops adding to you and starts replacing you. The pattern, once seen, cannot be unseen."
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      "title": "The Codependent Relationship You Didn't Know You Were In",
      "headline": "Chapter 9 of 22: The Codependent Relationship You Didn't Know You Were In",
      "url": "https://notanalgorithm.org/book/09-codependent.html",
      "description": "Most people sense something about modern life is wrong. They struggle to name it. This is the name."
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      "title": "Why Groups Feel Stabilizing",
      "headline": "Chapter 10 of 22: Why Groups Feel Stabilizing",
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      "description": "How collective alignment quietly replaces internal regulation, and why the group feels safer than the self."
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      "title": "The Three Orientations of Regulation",
      "headline": "Chapter 11 of 22: The Three Orientations of Regulation",
      "url": "https://notanalgorithm.org/book/11-three-orientations.html",
      "description": "What looks like personality is often orientation — where stability is sourced. Three kinds."
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      "title": "Feedback Loops",
      "headline": "Chapter 12 of 22: Feedback Loops",
      "url": "https://notanalgorithm.org/book/12-feedback-loops.html",
      "description": "How dependency perpetuates itself without anyone enforcing it. The loop teaches itself."
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      "title": "Engineering the Human Mind Like AI",
      "headline": "Chapter 13 of 22: Engineering the Human Mind Like AI",
      "url": "https://notanalgorithm.org/book/13-engineering-the-mind.html",
      "description": "The training of human cognition through institutional reinforcement, observed at the same scale as model training."
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      "label": "Chapter 14",
      "filename": "14-what-the-body-pays.html",
      "title": "What the Body Pays",
      "headline": "Chapter 14 of 22: What the Body Pays",
      "url": "https://notanalgorithm.org/book/14-what-the-body-pays.html",
      "description": "The physiological cost of living inside extraction. The body keeps the receipt."
    },
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      "title": "Chemical Stabilization",
      "headline": "Chapter 15 of 22: Chemical Stabilization",
      "url": "https://notanalgorithm.org/book/15-chemical-stabilization.html",
      "description": "Why medication works, what it costs, and why the question of whether to take it is not the real question."
    },
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      "label": "Chapter 16",
      "filename": "16-fourteen-days.html",
      "title": "Fourteen Days to Coherence",
      "headline": "Chapter 16 of 22: Fourteen Days to Coherence",
      "url": "https://notanalgorithm.org/book/16-fourteen-days.html",
      "description": "What changes in two weeks when the interpretive interference is removed. The recalibration is faster than expected."
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      "label": "Chapter 17",
      "filename": "17-generational-transmission.html",
      "title": "Generational Transmission",
      "headline": "Chapter 17 of 22: Generational Transmission",
      "url": "https://notanalgorithm.org/book/17-generational-transmission.html",
      "description": "Why some groups survive across centuries while others fragment. Coherence is not nostalgia; it is architecture."
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      "label": "Chapter 18",
      "filename": "18-american-ideology.html",
      "title": "American Ideology and Governance",
      "headline": "Chapter 18 of 22: American Ideology and Governance",
      "url": "https://notanalgorithm.org/book/18-american-ideology.html",
      "description": "Why American governance feels different from its founding intent, and why fixing the symptoms keeps missing the point."
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      "label": "Chapter 19",
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      "title": "Modern Friction",
      "headline": "Chapter 19 of 22: Modern Friction",
      "url": "https://notanalgorithm.org/book/19-modern-friction.html",
      "description": "Why every proposed fix to social media fails at the level it is being attempted. A category error, named."
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      "label": "Chapter 20",
      "filename": "20-global-systems.html",
      "title": "Global Systems and National Dependency",
      "headline": "Chapter 20 of 22: Global Systems and National Dependency",
      "url": "https://notanalgorithm.org/book/20-global-systems.html",
      "description": "Different countries handle dependency differently — not because of values, but because of where regulation is held."
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      "label": "Chapter 21",
      "filename": "21-autonomy-without-approval.html",
      "title": "Autonomy Without Approval",
      "headline": "Chapter 21 of 22: Autonomy Without Approval",
      "url": "https://notanalgorithm.org/book/21-autonomy-without-approval.html",
      "description": "Autonomy is not something you earn, demonstrate, or are granted. It is what is already there when the interference recedes."
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      "title": "Agency Without Instruction",
      "headline": "Chapter 22 of 22: Agency Without Instruction",
      "url": "https://notanalgorithm.org/book/22-agency-without-instruction.html",
      "description": "Why empowerment frameworks delay what they promise. Agency does not need a training course."
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      "title": "How the World Shapes Us and How We Shape the World",
      "headline": "Chapter 23 of 22: How the World Shapes Us and How We Shape the World",
      "url": "https://notanalgorithm.org/book/23-how-the-world-shapes-us.html",
      "description": "The anchor essay. What becomes visible when cognition is no longer shaped by permission, fear, or institutional guardrails."
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      "title": "The Loop That Can No Longer Hold",
      "headline": "Conclusion: The Loop That Can No Longer Hold",
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      "description": "What this work has done, what it has not done, and what comes after the reading."
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      "title": "Recognition Without Recruitment",
      "headline": "Afterword: Recognition Without Recruitment",
      "url": "https://notanalgorithm.org/book/25-afterword.html",
      "description": "A note on what to do with what you have read, and what not to do."
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      "label": "Appendix",
      "filename": "26-appendix.html",
      "title": "Differential Framework: Where This Theory Diverges",
      "headline": "Appendix · Differential Framework: Where This Theory Diverges",
      "url": "https://notanalgorithm.org/book/26-appendix.html",
      "description": "How this framework relates to other theories that describe parts of the same condition."
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