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Most failed multi-turn agent trajectories contain a single, recoverable pivotal mistake that, if addressed, can restore task success, a phenomenon PivotOPD exploits for significant performance gains.
Forget everything you thought you knew about linear attention: decoupling erase and write operations unlocks significantly better long-context retrieval.
Nemotron 3 Super proves you can achieve comparable accuracy to existing 120B models, but with significantly higher inference throughput, by combining Mamba, Attention, and Mixture-of-Experts.
