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sunnydubey1111/agent-trajectory-sentinel

AgentTrajectorySentinel — 3581 agent episodes across 33 corpora Committed agent trajectories with step-level telemetry, used to fit and evaluate one-class monitors for real-time failure detection. Paper: https://arxiv.org/abs/2608.02464 Code and the full evaluation harness: https://github.com/sunnydubey1111/agent-trajectory-sentinel A recorded walkthrough of the method, ending with the live demo detecting and repairing a real failure: https://youtu.be/a05n_000klE?t=0… See the full description on the dataset page: https://huggingface.co/datasets/sunnydubey1111/agent-trajectory-sentinel.

Author / organizationsunnydubey1111
License (as declared)other
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Created1 August 2026
Last updated at source22 August 2026
llm-agentsagent-monitoringanomaly-detectionfailure-detectionobservability
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