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Atria Dawn Preview is introduced, a foundation agentic language model designed for scientific research and engineering workflows, with the goal of expanding the frontier of agent productivity in the real world.
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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