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The downloadable coding model supports local customization, but its hardware needs and commercial license matter as much as its benchmark scores.

The new models target different deployment sizes: multimodal enterprise agents and local assistants, with a smaller 4GB edition scheduled for October 23.

Reflection has unveiled Beam, a sparse mixture-of-experts model offering 23 billion active parameters and a planned open-weights release, alongside estimated inference-compute claims that exclude real-world serving overhead.

Meta’s Connect recap moves its hosted model API beyond preview, while coding tools, cloud partnerships and local weights give developers distinct routes into the Muse family.