Unverified50% confidenceOpinionExact time
Automated remediation of errors is sometimes more harmful than leaving them unrepaired.
1
Sources
50%
Confidence
Long-term
Relevance
9/16/2026
First Seen
Sources
Related Entities
Related Claims
Unverified自愈机制若过于激进可能自动修好本该暴露 bug 的测试失败，因此行业共识是自愈后必须有人工确认环节或明确的变更日志75% similarUnverifiedThe earlier a bug is seen, the more likely it is to be fixed; the probability of fixing an ordinary bug decays exponentially over time, but the risk of a security vulnerability accumulates and compounds over time.74% similarUnverifiedEvery change eliminates old risks while simultaneously introducing new failure modes.70% similarUnverifiedThe break-debug-fix cycle of first making mistakes, then understanding, then fixing builds stronger intuition than a clean notebook that runs smoothly throughout69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/925079API
curl https://kongchang.com/api/v1/knowledge/claims/925079MCP
get_claim(id=925079)