Part 2 — For the Developer

Ch. 14 — Audit Trails and Explainability

Building logs that satisfy auditors — what to capture, how to structure it, and how to make agent decisions explainable.

Logging what an agent does is not the same as proving what it did. One is a developer tool. The other is a compliance artifact — and building it correctly changes everything downstream.

A debug log and an audit trail serve different readers. A debug log helps you reproduce a bug. An audit trail is read by auditors, incident responders, and legal counsel — people who need to know what the agent did, on whose behalf, with what data, and with what result. Design it for them.

Debug logs optimize for machine readability and developer speed. Audit trails optimize for completeness, tamper-evidence, and human accountability. They are not the same artifact shaped differently. They are different artifacts with different retention rules, storage requirements, and access controls.

Platform Agentic

Compliance, governance, and accountability for teams building agentic AI systems.

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