QAMapAnalyze this branch with QAMap and show what must be verified before merge.QAMapTrace this PR's highest-risk QA scenario to its exact diff evidence with QAMap.QAMapShow QAMap's selected validation and its action contract before running anything.

Review PR changes with local source and test evidence, affected behavior, and suggested QA checks. QAMap makes no model calls. An agent can interpret its bounded report, but still uses model tokens; missing evidence stays explicit and tests do not run automatically.

技能

QAMap PR QA