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As AI agents become participants in the development of their successors, they reshape both the production of intelligence and the role of human researchers. We introduce Atria Dawn Preview, a foundation agentic language model designed for scientific research and engineering workflows, with the goal of expanding the fro...
A dense process supervision method based on fact utility estimation, which models the reasoning process as the accumulation of discrete evidence facts, and converts the estimated fact utilities into dense step-level rewards to guide RL training.
Probe-Sensed Pressure Relief (PSPR) is proposed, a plugin that applies lightweight pressure relief direction under moderate pressure and moves to structured organization under high pressure risk.
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