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Across reasoning, long-context understanding, and agentic tasks, SAS consistently outperforms trainable sparse attention baselines across attention budgets, with especially large gains under tight budgets, demonstrating more effective context ranking for downstream tasks.
SkillHone enables agents to evolve their skills continuously by leveraging a structured decision history, leading to a remarkable 15.8-point performance boost over existing deep-research agents.
