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Rho-alpha

Rho-alpha

alpha (ρα)
Microsoft Research's first robotics model, built on the Phi family. Positioned as VLA+ — extends classical Vision-Language-Action with tactile sensing and online learning from human corrections.
🔬 Research🔬 Research onlyVision-Language-Action modelRobotics foundation model
Release date
21 January 2026

Overview

Rho-alpha (ρα) is Microsoft Research's first robotics model, announced on January 21, 2026. Built on the Phi vision-language family, it targets bimanual manipulation under natural-language control. Microsoft positions it as the first VLA+ model — an extension of the classical Vision-Language-Action architecture with tactile sensing as a third perception modality and online learning from operator corrections after deployment.

What makes it VLA+

  • Tactile sensing — the model reasons about how objects feel during manipulation, essential for plug insertion, packing, and assembly with tight tolerances. Microsoft plans to extend this with force sensing.
  • Online learning — when a robot fails, an operator can intervene via teleoperation or 3D mouse, and Rho-alpha learns from corrective feedback in real time, even post-deployment.

Training

Hybrid pipeline: physical demonstrations from real robots, large-scale RL simulations generated in NVIDIA Isaac Sim, and web-scale Visual Question Answering data. Simulation is central given the lack of any web-scale tactile interaction corpus.

Demonstrated capabilities

  • BusyBox — Microsoft's own physical interaction benchmark, controlled by natural language.
  • Plug insertion with tactile feedback and live operator corrections.
  • Toolbox packing and object arrangement with bimanual coordination.

Evaluated on dual-arm setups and humanoid robots. A full technical report is announced for the coming months.

Classification
Vision-Language-Action modelRobotics foundation model
Access & deployment
Weights: Closed
Key parameters
📥 Input: text, image, robot sensors, robot state data

Technical specification

Modalities
⬇ Input
textimagerobot_sensorsrobot_state_data
⬆ Output
robot_actionsrobot_commandsmotion_trajectories

Technical architecture

Core Architecture
Model Form

Deployment and security

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