Defense in Depth Model

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  "llmSummary": "Mathematical framework showing independent AI safety layers with 20-60% individual failure rates can achieve 1-3% combined failure, but deceptive alignment creates correlations (ρ=0.4-0.5) that increase combined failure to 12%+. Provides quantitative analysis of five defense layers and specific resource allocation recommendations (\\$100-250M annually for reducing correlation).",
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