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AI Guardrails Stop Bad Outputs. They Don't Stop Bad Actions

TL;DR — Guardrails are detection-time controls that filter content before it leaves the model, but every detector has a false-negative rate that never hits zero. Production safety engineering needs a second layer: containment, which limits what a wrong output can actually do once it escapes detecti…

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  1. 2026-11-01 14:16 · DEV Community — Machine Learning
    AI Guardrails Stop Bad Outputs. They Don't Stop Bad Actions

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