Why it matters

Audit trail shapes accountability. Understanding shapes governance.

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The architecture

Structured decision log.

Immutable storage.

Retention policy.

Access-controlled.

HITL audit stackStructured logsdecision + reviewer + reasonImmutable storeappend-onlyAccess controlfor complianceReviewer decisions serve as training data too; consent + privacy considered
HITL audit.
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How it works end to end

Immutable log (append-only).

Structured JSON.

Retention per regulation.

PII controls.