COMPASS: Cognitive MCTS-Guided Process Alignment for Safe Search Agents
A new framework leverages tree-based search to secure multi-step AI agents against complex, deceptive queries.
LLM-powered search agents enable multi-step reasoning and tool use. However, these capabilities introduce retrieval-induced safety degradation, as harmful intents may decompose into seemingly innocuous sub-queries that lead to unsafe outcomes. Existing alignment methods struggle ...
ArXiv CS.AI
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COMPASS introduces a novel method for securing multi-step AI agents by addressing the hidden dangers of decomposed, malicious sub-queries. By utilizing tree exploration and introspective alignment, it offers a more efficient path toward creating search agents that remain safe without sacrificing performance.
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