Feedback Loop & Cascade Model

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  "llmSummary": "System dynamics model showing AI capabilities growing at 2.5x/year vs safety at 1.2x/year, with positive feedback loops (investment→value, AI→automation) 2-3x stronger than negative loops (accidents→regulation). Estimates 10-20% probability of crossing critical thresholds (recursive improvement, deception capability) within 2-5 years, requiring \\$500M-2B/year to strengthen dampening mechanisms.",
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      "text": "International AI Safety Report 2025",
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      "text": "LessWrong Analysis",
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