šŸ‡ØšŸ‡³ Shanghai's Nex-AGI open-sources Nex-N2.6, a 321B agent model that stops repeating itself

Nex-AGI, an alliance launched by the Shanghai Innovation Institute, has released FP8 weights for Nex-N2.6, a roughly 321B-parameter multimodal agent model built on Zhipu's GLM-5.3-Flash for computer use, coding and long tool-driven tasks. The team says reasoning repetition fell from 16.0% to 1.6% versus Nex-N2.5-Pro, and that it scored 83.0 on OSWorld, ahead of DeepSeek-V4.1-Flash's 71.7. The model is on Hugging Face and available via OpenRouter.

⭐ Looping and calling tools that don't exist are top reasons AI agents fail, and Chinese open models keep tightening exactly those weak spots. Benchmarks are self-reported.

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