OnTrack：LLM Agent 轨迹的流式监控与干预

1. 12:00
   arXiv · Computers and Society

   OnTrack：基于流式结构感知最优传输的 LLM 智能体轨迹实时监控与干预

   OnTrack 是一种流式监控机制，将智能体步骤与依赖关系同已记录的成功运行对比，约每步 1 毫秒即可提醒用户或阻断智能体。研究覆盖三种递减访问级别：完整参考访问、仅工具 schema、无先验知识，能力从计划违规检测降至识别循环、停滞与重复工具调用。

Current heat 9·Comparable peak 10（Oct 9）·Comparable change over 24 hours –

The trend compares only the same participants observed continuously; its range may be smaller than the current heat count. Move or click on the chart to inspect hourly heat; use the left and right arrow keys to switch.