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Ling-3.1-flash open-sourced: 560B MoE, 1M context, 4-GPU serving

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x.com
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Ant Ling@AntLingAGI

Ling-3.1-flash is now open source: ~560B total parameters, ~25B active per token and up to 1M context. Built for real work, it can turn a rough brief into a page, mobile UI or interactive prototype teams can review and refine. See the demo.

Why it matters

A 560B with 25B active parameters and 1M is now open, and cuts weights from about 534GB to 292GB, letting a tested Hopper setup drop from 8 GPUs to 4.

Terms in this piece · Glossary
  • mixture-of-experts — A model built from many specialist sub-networks where only a few activate per token, giving big-model capability at small-model running cost.
  • context window — The maximum amount of text a model can consider at once — its working memory for the current conversation or task.
  • quantization — Shrinking a model by storing its numbers less precisely — like rounding — so it runs faster and fits on smaller hardware, at a small quality cost.
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