The 30B agent model Muse Glimmer runs on consumer hardware with less than 20 GB of memory. Mark Zuckerberg defended distilling other labs' models to counter rivals and foreign competition. This shift prioritizes open weights over closed systems. Practitioners can now deploy sophisticated agentic workflows on local machines without relying on expensive cloud APIs.