diff --git a/.agents/skills/autoreview/SKILL.md b/.agents/skills/autoreview/SKILL.md
index 229e2be70048..e0745bde198d 100644
--- a/.agents/skills/autoreview/SKILL.md
+++ b/.agents/skills/autoreview/SKILL.md
@@ -22,6 +22,8 @@ Use when:
 - Read dependency docs/source/types when the finding depends on external behavior.
 - Reject unrealistic edge cases, speculative risks, broad rewrites, and fixes that over-complicate the codebase.
 - Prefer small fixes at the right ownership boundary; no refactor unless it clearly improves the bug class.
+- When an accepted finding shows a bug class or repeated pattern, inspect the current PR scope for sibling instances before fixing.
+- Fix the scoped bug class at once when practical; stop at touched surfaces, owner boundaries, and clear follow-up territory.
 - Keep going until structured review returns no accepted/actionable findings.
 - If a review-triggered fix changes code, rerun focused tests and rerun the structured review helper.
 - For security-audit suppression changes, verify accepted findings remain auditable: suppressed findings stay in structured output, active output keeps an unsuppressible suppression notice, and aggregate findings cannot hide unrelated active risk.