Why it matters

Accountability shapes governance. Understanding shapes practice.

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The architecture

RACI for AI decisions.

Human oversight for consequential.

Audit trails.

Recourse mechanisms.

AI accountabilityRACIroles + responsibilityHuman oversightfor consequentialAudit + recoursetrail + remedyNot diffuse responsibility; explicit chain from decision to human owner
AI accountability.
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How it works end to end

Explicit ownership.

Human-in-the-loop for high-impact.

Audit + logs.

User recourse channels.