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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."
Even the most powerful LLMs often lack genuine interaction awareness, blindly generating responses without anticipating or reacting to subsequent user actions.
