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In AgentDyn tool-calling LLM-agent experiments, subsequent decontamination erased nearly all backdoors surviving defensive poisoning.

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Backdoor Decontamination Dynamics in LLM AgentsAug 11, 2026 Untraced · nothing upstream recorded
subsequent decontamination then drives almost all survivors to erasure, confirming that trigger recognition and malicious execution are behaviorally dissociable.

After defensive poisoning, the known defensive backdoor is unlearned; backdoors that survived poisoning are reported as almost all erased.

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Created by extractor · Nov 11, 2026. Every judgment on this page is accompanied by a reasoning trace.