I find it very useful for challenging scientific research, right up there with Kimi K2.6. Also, it’s pretty close to Opus 4.7 and GPT 5.5 as well. I gave multiple LLMs a quite challenging photonics problem, and Xiaomi MiMo-V2.5 used the correct approach. Kimi K2.6 was the only other open source model to use the correct approach, with Gemini, Opus, and GPT also giving the right answer.
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