Map the Model Blind Spots First
Identify missing context that can make AI code review overconfident or incomplete.
Reframe: Model confidence is not context coverage. Map What It Sees Name the artifacts included: diff, tests, PR description, related files, logs, ticket, rollout plan, API contract. If a decision depends on an artifact outside that list, the AI review is incomplete by design. Measure Narrowly Ask targeted questions that match the provided evidence. "Find concurrency risks in this queue worker" is reviewable. "Is this production safe?" is too broad unless the model has the operational picture. Manage the Gaps For each missing context item, decide the human move: inspect manually, ask the author, request a specialist, or block until…
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