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Expanding an agent's harness with new tools and skills often degrades its performance on tasks it previously solved, exposing a critical failure mode of "harness-induced forgetting."
Token likelihood changes can mislead researchers into overestimating the value of intermediate actions in self-distillation, with experiments showing near-chance performance in scoring effectiveness.