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How do you put governance around models: approvals, access, model cards, and deprecation?

Promotion is the easy part. Governance is who is allowed to ship what, on whose sign-off, with what documented, and how a model gets retired. Here is the control plane an auditor actually asks for.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

Promotion is the easy part. Governance is who is allowed to ship what, on whose sign-off, with what documented, and how a model gets retired. Here is the control plane an auditor actually asks for.

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