Expired50% confidenceOpinionExact time
After 2–3 iterative cycles of development–review–fix, most bugs can essentially be resolved.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026(expired)
Sources
Claude Code + Codex Cross-Validation: Dramatically Reducing AI Coding Bug Rates
bilibili晟6668886/6/2026
Related Claims
Unverified编程智能体的循环采用「思考→行动→观察」的反复迭代，一个 bug 修复任务可能需要 10-30 轮循环70% similarUnverified业界实践表明，生成-验证-修正闭环经过3-5次迭代通常能解决大部分自动可修复的问题69% similarUnverified一个完整的功能开发或Bug修复任务应该在同一个Thread内从头到尾完成，频繁切换Thread会导致Agent重复做无用功或做出错误判断64% similarUnverified如果AI修复它认为的Bug，可能会破坏依赖这些Bug行为的下游系统，而保留所有原始行为则会将历史遗留缺陷完整带入新系统61% similarUnverified在一个典型的代码生成-审查-修复循环中，涉及3个智能体各进行2轮交互，Token消耗可能是单次调用的6-10倍61% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/52481API
curl https://kongchang.com/api/v1/knowledge/claims/52481MCP
get_claim(id=52481)