The mixture of experts model features 501B total parameters and 23B active parameters with a 1M token context window under the Apache 2.0 license. On Nvidia Blackwell Ultra GPUs, Beam delivers over 70K tokens per second per GPU. Evaluations on AutomationBench-AA show a score of 48.5%, though the model recorded a 47% hallucination rate and a score of 3.0% on Terminal-Bench 4.0.
