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Implementation of paper: Tracing Agentic Failure from the Flow of Success

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OAT: One-class Agent Tracing

Implementation of the paper: Tracing Agentic Failure from the Flow of Success.

Quick Start

python extract_states.py --dataset mcp_atlas --aggregation mean
python extract_states.py --dataset who_and_when --aggregation mean
python run_pipeline.py baselines --dataset mcp_atlas
python run_pipeline.py train --dataset mcp_atlas
python run_pipeline.py ood --train-dataset mcp_atlas --test-dataset who_and_when

who_and_when is failure-only, so OAT training should use ood with success trajectories from mcp_atlas.

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Implementation of paper: Tracing Agentic Failure from the Flow of Success

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