Unverified50% confidenceSolutionExact time
Anthropic's fix for the AI review loop is: after three rounds, require the author to stop and rethink the approach; in later rounds, only re-review the new diff; report issues by category rather than by individual line; and never repeat an already reported finding.
1
Sources
50%
Confidence
Long-term
Relevance
10/21/2026
First Seen
Sources
Claude Code's Six-Layer Code Review System Explained: REVIEW.md and AI Review Practices
bilibiliGoldenSpiderAI10/20/2026
Related Entities
Related Claims
UnverifiedThe decision rule for using this method is: AI's correction suggestions need to be checked back against the reference materials, the AI should be asked to flag anything uncertain, and AI feedback must not be treated directly as a conclusion.71% similarUnverified文章提出三种提示词策略引导AI跳出常规思维:排除法、约束驱动法和多轮迭代法68% similarUnverifiedIn self-healing testing, the correctness of the repair action still needs a manual review mechanism as a backstop, to avoid AI 'bypassing' real defects in an erroneous way.68% similarUnverifiedIn prompt design, prohibiting the AI from repeatedly asking questions while requiring every uncertainty to be written as an assumption and logged can prevent the AI from falling into an infinite loop when given free rein to ask questions, and also prevents directly having it guess and producing unexpected results.67% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1082601API
curl https://kongchang.com/api/v1/knowledge/claims/1082601MCP
get_claim(id=1082601)