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NVIDIA Nemotron 3 Ultra achieved the highest accuracy among open models on LangChain's Deep Agents benchmark. It completed more tasks at higher throughput and ran at 10x lower inference cost per run than leading closed models. No model retraining was required.
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Summary by ByteBrief
How Open Models Are Driving AI Research