"LLM Agents Can Easily Tamper With Their Own Traces" LLM agents can tamper with their own traces that's used to monitor them. This paper shows that popular agents can delete or modify their own logs, and can even discover trace deletion themselves when it improves reward. The fix is to simply log externally, basically outside the agent’s control. https://alphaxiv.org/abs/2609.30266