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Guideline-driven training can elevate a medical triage agent's performance without expert annotations, achieving a remarkable 74.1% agreement with operational benchmarks.
Early failure prediction can save up to 20.4% of execution tokens while improving resolution rates in software engineering tasks, transforming how agents handle long trajectories.