Governing agents' evidence with deterministic harness rules beats free-form trajectories

AgInt moves admission, grading and verdict licensing into harness code, lifting patch-acceptance and fault-localization metrics across four datasets and four models.

Big Tech
Yifeng He · Yanjun Wang · Siwei Cui · Aritra Sengupta · Murali Krishna Ramanathan

University of California, Davis · AWS AI Labs

Research Digest··3 min read
The authors introduce Agentic Interpretation (AgInt), a harness design in which a deterministic executor, not the language model, admits, grades and persists evidence records and licenses final verdicts.

AgInt defines two deterministic rules.

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