The Risk-First AI Review Walk
Use a risk-first sequence for AI-assisted review instead of chasing random AI findings.
Large PR pressure A 700-line analytics PR already has 18 AI comments. The author wants a quick answer, but the business risk is duplicate revenue reporting. The first move determines whether the reviewer follows risk or follows noise. Risk-first sequence Broad view -> main logic -> targeted AI -> verified comments Do not start by processing every AI note. First identify the PR intent and the highest-risk behavior, then use AI to search that area deliberately. Shortcut Start with AI notes and respond one by one. The review comments align with the risk that matters. AI improves coverage only after…
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