Dive into the TRD breakthrough that fixes AI’s ‘wrong turns’ in on-policy reasoning. We break down prefix failure, the bimodal bottleneck, and how TRD pre-corrects trajectories using only the student’s own knowledge. See how this yields concise, elegant reasoning paths, dramatically boosts training efficiency (up to ninefold in some cases), and points toward a future where AI autonomously refines its own reasoning to accelerate scientific discovery.

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