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MAGMA v2 Beta Documentation

Beta status

This documentation is a work in progress and covers the MAGMA v2 beta. APIs and examples may change. MAGMA model checkpoints have not been released yet; the agent guides currently require you to supply a compatible model.

We aim to release the benchmark paper, code, and model checkpoints in November, before CoRL. This is a tentative target, not a confirmed release date.

MAGMA is a framework for embodied AI agents working on interactive, long-horizon, multi-robot tasks. Use provided scenarios or build your own tasks and environments to generate training data with MAGMA-GEN.

Choose your starting point

I want to…Start here
Generate data for trainingGenerate data
Use my own model or agentUse your model or agent
Create my own tasks and scenariosCreate scenarios and tasks

New to MAGMA? Start with Generate data to run a provided task, inspect its trajectory, and export the result. If you already have a specific goal, follow the corresponding guide above.

The MAGMA-BENCH evaluation guide is being prepared.

Understand and look things up