Author

Priyatham Kattakinda

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Preprint Jul 2026

Do Agent Optimizers Compound? A Continual-Learning Evaluation on Terminal-Bench 2.0

A two-phase continual-learning evaluation built from hard tasks in Terminal-Bench 2.0 found that optimization gains compounded only when regression control was built into the optimization loop, providing an inductive bias against shortcut solutions that fail to generalize.

Wenxiao Wang, Priyatham Kattakinda, S. Feizi · 2 citations