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Meta releases 816B open-weight Muse Spark Open multimodal model

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What happened.Meta released open weights for Muse Spark Open, an 816-billion-parameter multimodal mixture-of-experts model built for autonomous software engineering.

Why it matters.Proprietary frontier models retain high per-token API pricing. Open weights of this scale let engineering organizations self-host private coding agents without sending proprietary corporate code to external vendors.

The technical specifications:

  • Active routing: Routes tokens across 256 experts to activate 42 billion parameters per forward pass while keeping compute demands manageable.
  • Long context: Houses a 1-million-token context window that reads complete software repositories and associated documentation in a single prompt.
  • Model weights: Distributes checkpoints in BF16 and NVFP4 formats on Hugging Face under the Muse Model License for local and cloud deployment.