ParanoiaEval: Benchmarking Unnecessary Defensive Work in Agentic Coding.

arXiv:2610.08662v3 Announce Type: replace Abstract: As coding agents increasingly undertake real-world work autonomously, judging whether their risk treatments are warranted has become important. Existing work evaluates related agent behaviors from separate pe