Unverified50% confidenceFactExact time
The same paper points out that 94% of memory-retaining Agents are vulnerable to the failure mode of the tool surface being compromised.
1
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50%
Confidence
Long-term
Relevance
10/16/2026
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Related Claims
UnverifiedAccording to ForgetEval (arXiv:2606.15903) research on 13 Agent memory configurations, failures in production environments are mainly forgetting-type failures, such as rotated credentials still being recommended and deleted records still surfacing.69% similarUnverifiedIf shared memory has no permission layering, erroneous experience written by one Agent may contaminate the entire system, so before writing to long-term memory it must go through a verification chain and be labeled with its scope of applicability.67% similarUnverifiedResearchers have observed that a considerable portion of failures on SWE-bench are rooted in the agent modifying irrelevant files rather than the truly relevant modules.65% similarUnverified如果LoRA权重被逆向分析，攻击者可能从中推断出训练所用的私有数据内容，即记忆提取问题65% similarUnverifiedLimitations of RAG include that poor quality of retrieved documents, retrieval failures, and the model ignoring retrieved evidence (attention drift) can still lead to hallucinations.65% similar
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