audit trail - Peter Jonathan Wilcheck
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Continuous Governance-as-Code: Building Compliance Into the Agentic Architecture

Most AI governance programs were designed for software that changes only when someone ships a release. Agentic AI does not behave that way. An agent’s effective behavior is assembled at runtime from a model, a system prompt, a tool set, and retrieved context — and any of those can shift while the compliance team is..

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Human-in-the-Loop Design: Building AI Agents That Pause for Approval

Human-in-the-loop design is the discipline of letting AI agents move fast where it is safe and pausing for human approval only where the stakes demand it. A practical look at propose-then-commit, risk tiering, evidence packs, idempotency, and audit trails.

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