AINeutralarXiv – CS AI · 8h ago6/10
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AgentLens: Interpretable Safety Steering via Mechanistic Subspaces for Multi-Turn Coding Agent
Researchers introduce AgentLens, a white-box defense framework that detects and mitigates safety risks in multi-turn LLM coding agents by intervening in mechanistic subspaces. The framework achieves strong safety detection performance through step-level hidden representation analysis, addressing the limitations of external guardrails in capturing evolving execution risks.