Characterizing LLM Agent Behaviors in Module Shadowing Environments.

arXiv:2610.40716v1 Announce Type: cross 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. We