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Engineering Notes

Technical deep-dives on deterministic safety certification, constraint-based risk evaluation, and building infrastructure for autonomous systems.

The Guardrails Library Problem: Why Runtime Filters Are Not a Substitute for Pre-Certification 156 Agent Repos Scanned. Almost None Had Pre-Execution Certification. Your Agent Repo Has No Guardrails: How QAE Pre-Certifies Every Action Before It Runs Why 'Trust But Verify' Is Dead in Autonomous AI — Pre-Certification Is the New Standard Pre-Execution Certification: How QAE Stops Unsafe Agent Actions Before They Happen The Autonomous Agent Safety Market: Why Pre-Certification Is Outpacing Output Filtering Deterministic Certification for Autonomous Systems Why Deterministic Safety Certificates Beat Reactive Guardrails

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