Studies question reliability of AI safety benchmarks

New papers find chain-of-thought monitoring unreliable in implicit-influence settings and that social pressure breaks majority voting in LLM safety panels. A validity audit of agent-safety benchmarks (R-Judge, InjecAgent, AgentHarm, AgentDojo) questions their interchangeability.