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It is shown that a linear probe on the agent's activations can be detected, in a controlled multi-agent setting, and a warning raised before generation could let an overseer stop an agent that is about to give in, ahead of others acting on its messages or recruitment spreading through a swarm.
A controlled simulation based on a sanitized enterprise research snapshot is presented and DAG Plan&Execute with ReAct is compared with ReAct and a minimal Task Manager is evaluated for priority inference, related-event merging, and preemption.
This work introduces artifact-mediated propagation, where adversarial content introduced through an artifact is stored in an assistant's persistent memory, reproduced in a subsequently created artifact, and acquired by another assistant that later reads it.
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