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Show HN: Numbat – Agent Runtime Detection and Response
面向AI代理的运行时检测与响应工具，提供会话时间线和便携式案例包，提升安全可见性。
Article URL: https://github.com/perplexityai/numbat Comments URL: https://news.ycombinator.com/item?id=49105621 Points: 2 # Comments: 0
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Certified Speculative Execution for Untrusted AI Agents
提出认证推测执行框架，用形式化证明保障不可信AI智能体在运行时的安全性，兼顾效率与可证明保证
arXiv:2606.31023v1 Announce Type: cross Abstract: Hard-constrained sequential decision systems have no certified way to spend the test-time compute of…
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The Saturation Trap and the Subjectivity of Intervention Timing: Why Affect-Based Triggers and LLM Judges Fail to Time Interventions on Autonomous Agents
自主AI代理执行长任务时，何时干预？本研究用18维情感动力学引擎揭示时机陷阱，LLM裁判也靠不住。
arXiv:2606.04296v1 Announce Type: new Abstract: As autonomous AI agents move from conversational systems to long-horizon software execution, runtime s…