arXiv:2610.40716v1 Announce Type: new Abstract: LLM agents operating in untrusted workspaces face the risk of untrusted code execution during routine tasks, yet final reports and workspace states alone cannot reliably establish whether execution occurred.
Characterizing LLM Agent Behaviors in Module Shadowing Environments
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