SkillLifeBench: Benchmarking Security Across the Lifecycle of Agent Skills.

arXiv:2610.35215v1 Announce Type: cross Abstract: Web agents reuse skills whose stored code, selected version, and loaded implementation can diverge across tasks and updates. SkillLifeBench links these states to task outcomes in 388 paired scenarios spanning i