Unverified60% confidenceTradeoffExact time
When multiple agents share the same long-term context, erroneous memories and information that should not be shared are amplified together, forming a positive feedback loop of memory contamination.
2
Sources
60%
Confidence
Long-term
Relevance
8/27/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe Agent's memory expands as processing volume grows, and if outdated business rules are not cleaned up, they may mislead subsequent judgments, so a periodic review and elimination mechanism needs to be designed.78% similarUnverified在并行多Agent场景下，单个代理的幻觉输出若未被及时纠正，可能通过文件依赖关系产生级联污染的放大效应78% similarUnverifiedMemory plugins act across all sessions; once written content is erroneous, summaries lose focus, or retrieval hits hallucinated content, the contamination continues to spread into subsequent tasks, and it is not accompanied by explicit errors.77% similarUnverifiedMemory contamination means that once an error enters long-term memory it is repeatedly reinforced; for example, after an incorrect tax rate entry is written into memory as a correct sample, the Agent will tend to keep using the same error.75% similarUnverified在多智能体共享记忆场景下，错误经验可能被其他智能体在不同场景下错误引用，形成级联错误，即「经验污染」75% similar
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