Governance Is an Operating Loop

The move: wire governance into the LLMOps path. Map Identify the workflow, users, affected stakeholders, source data, tools, and decisions the LLM system influences. Mapping prevents teams from treating a narrow technical change as if it had no business or user consequences. Measure Define the evidence that shows whether the system behaves acceptably. This can include eval scores, slice performance, groundedness checks, privacy review, abuse tests, cost and latency data, or human review outcomes. Manage and Govern Controls only work when they are assigned and repeated. Decide who approves, who monitors, what triggers rollback, and which artifact proves the review…

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