AI-PAIR-PROGRAMMING4 MIN READ
Sort AI Outputs by Risk
Classify AI-generated coding outputs by appropriate review response.
Place each AI output into the review response it deserves. Accept after checks Verify with evidence Redesign before code Reject and repair Renamed a test helper consistently and the suite passes Claims a query is faster without explain output or benchmark Proposes a global cache for a race condition you have not reproduced Uses an SDK method that installed types do not expose Adds a migration touching billing tables with no rollback plan Adds a missing assertion to an existing focused regression test
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