Magma
Microsoft Magma multimodal foundation model for UI + robot action grounding research.
Cognitive adaptive action models for VLA-style manipulation with open components.
Why: Strong open VLA-style action head research from MS
CogACT is catalogued on Embodied AI Hub as a curated model for embodied AI builders.
Cognitive adaptive action models for VLA-style manipulation with open components.
Why it matters: Strong open VLA-style action head research from MS
Use the official repository and docs as the source of truth for install pins, licenses, and hardware requirements.
Researchers, students, and builders comparing open embodied stacks.
Content reviewed 2026-07-28