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DAIR AI's weekly roundup highlights top research papers including HeavySkill, which improves model performance via internalized parallel reasoning, and Sakana AI's Conductor, which uses RL to optimize agent orchestration. It also covers Meta FAIR's work on self-improving pretraining.