Unverified50% confidenceOpinionExact time
Silent errors caused by state contamination are harder to diagnose than direct crashes, because the system appears to be running while its output quietly deviates from the correct direction.
1
Sources
50%
Confidence
Long-term
Relevance
9/27/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe silent loop problem raises no errors; the application quietly produces incorrect output based on a corrupted state, and is nearly impossible to reproduce in staging environments due to its dependence on write ordering.75% similarUnverified大模型的软性失效（Silent Degradation）表现为输出质量悄然下降而服务技术层面仍正常返回，难以被常规监控告警捕捉69% similarUnverifiedSilent behavioral regression refers to the phenomenon where an Agent begins choosing slightly worse execution paths, falling into more loops, or misreading tool return results, yet the system throws no exceptions—it simply consumes more tokens and produces lower-quality outputs silently.69% similarUnverifiedPerformance degradation caused by model drift does not trigger system errors, making traditional monitoring methods (such as error logs and crash rates) completely ineffective against it.68% similarUnverifiedTraditional monitoring systems rely on error codes, exception stack traces, and timeout alerts, whereas silent drift completely bypasses these mechanisms—it is a degradation in the quality dimension rather than an interruption in the availability dimension.65% similar
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