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Nikhil Mungel

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#artificial intelligence Preprint Oct 2026

OnTrack: Real-Time Monitoring and Intervention in LLM Agent Trajectories via Streaming Structure-Aware Optimal Transport

Agents are deployed in applications from trip planners and stock trading to IT incident triage. In most cases, LLM agents work autonomously with minimal rule-based safeguarding, leading to cost and safety issues from irreversible actions. Recent works resolve this either by using a safeguard agent to monitor behavior o...

Babak Barazandeh, C. Swanson, Chinmay Kulkarni et al. · 0 citations

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