Unverified50% confidenceFactExact time
When agents are in a shared environment of erroneous information, correlated behavior becomes a systemic liability, with errors amplified rather than self-corrected
1
Sources
50%
Confidence
Long-term
Relevance
9/11/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn multi-agent systems, error propagation manifests as fault cascading; because LLMs tend to over-trust inputs (sycophancy), errors that enter the information flow are difficult for subsequent steps to correct on their own.78% similarUnverifiedMemory contamination is a serious challenge for self-evolving memory systems, as agents may solidify erroneous information as knowledge and repeatedly reference it in subsequent decisions, forming a false positive feedback loop.74% similarUnverified欺骗是模型在内部已表征正确信息的情况下仍输出误导性内容，是系统性偏离而非能力不足73% similarUnverified当初始判断系统存在系统性偏差时，基于同类逻辑构建的复核系统会重复同样的错误，这被称为同质化错误问题71% similarUnverifiedContinuously correcting the model stuffs more contradictory and redundant information into the context, making the model more confused, and corrections often backfire.71% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/902696API
curl https://kongchang.com/api/v1/knowledge/claims/902696MCP
get_claim(id=902696)