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Jev-Guard: Policy tree routing to audit agent actions

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An arXiv paper released on October 13, 2026 proposes Jev-Guard, a guardrail scheme for agent actions: it unifies safety classification and policy routing, selects the applicable policy on an editable policy tree based on the caller's audit context, and then performs safety classification accordingly. On 7,033 evaluation cases, it achieves 93.72% safety accuracy, 58ms average latency, and 93.10% hierarchical routing accuracy. After integration into the Hermes harness, its permission gate reduces the average review time per task from 4.80 seconds for the SFT-LLM judge to 1.33 seconds.

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Oct 13
  1. arXiv: Jailbreaks, Prompt Injection, Poisoning & Defenses
    Jev-Guard: Fast Routing and Auditing of Agent Actions on an Editable Policy Tree

    Jev-Guard unifies safety classification and policy routing: it audits the context by caller on an editable policy tree to select the applicable policy, then performs safety classification accordingly. On 7,033 evaluation cases, it achieves 93.72% safety accuracy, 58ms average latency, and 93.10% hierarchical routing accuracy. Integrated into the Hermes harness, its permission gate reduces the average audit time per task from 4.80s with the SFT-LLM judge to 1.33s.

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