Unverified50% confidenceTradeoffExact time
If the agent refuses the malicious call but also fails to complete the task it should have completed, this is essentially a usability loss rather than a security success.
1
Sources
50%
Confidence
Long-term
Relevance
9/11/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIf the agent fails to complete the task in both the benign and malicious versions, it indicates that its refusal was likely just confused by the injected text and not a genuine security judgment.78% similarUnverifiedThe agent state desynchronization problem manifests as: the agent believes execution succeeded while the external environment reports an error, and the context is not updated in time, causing an infinite loop.77% similarUnverifiedState loss is the most insidious cause of failure in long-running tasks: it throws no errors but silently causes the Agent to drift off course.74% similarUnverifiedAgent死循环最典型的失败场景是耗尽Token却无法输出最终结果70% similarUnverifiedAgent可部署的软件分发模式降低了技术门槛，但部署可靠性取决于Agent的理解准确度，调试失败时普通用户可能缺乏排错能力68% similar
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