V$^3$AST-Bench: Verifiable, Valid, and Versatile Safety Evaluation for Coding Agents
Large language models increasingly act through code, modifying repositories, executing programs, and interacting with services in agent form. Their actions introduce risks that cannot be assessed from generated responses alone. Safety evaluation must verify actual consequences, distinguish harm avoidance from task inca...