topic · Decision Design knowledge system

AI Governance Beyond Compliance

AI governance becomes operational when policy, risk, oversight, and regulation are connected to explicit decision authority and accountable records.

Why this topic matters

Compliance establishes obligations, but organizations still need to decide who may accept risk, authorize deployment, override AI, and own the consequences of AI-mediated decisions.

Problem structure

01

Accountability is assigned without the authority needed to exercise it.

02

Human oversight is required without defining the decisions humans must actually own.

03

Policies and risk registers remain disconnected from operational decisions and evidence.

Core concepts

Decision Design sits beneath governance mechanisms by specifying legitimate judgment authority. Boundaries and logs turn oversight requirements into operating infrastructure.

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