Physical AI for Materials Intelligence

Physical AI (Robotics · Digital Twin · Recipe Language Model)
for Materials Intelligence

Robotics
Digital Twin
MIRecipe · RLM · MIOS

Materials Intelligence

We introduce a domain-specific RLM developed through seven AI layers and interconnected robotic boxes to drive the evolution of physical AI for defining a new paradigm - Materials Intelligence.

Open GitHub
Materials Intelligence

Materials Intelligence Lab Overview

Materials Intelligence Lab Overview

Physical AI System

Physical AI System

MIFactory: for Materials Intelligence and Manufacturing

Robotics

The 1st Generation of Robot Platform (2020–2022)

Robotics

The 2nd Generation of Robot Platform (2022–2023)

The 2nd Generation of Robot Platform
Robotics

The 3rd Generation of Robot Platform (2024–2026)

Robotics

The 4th Generation of Robot Platform (2026–)

The 4th Generation of Robot Platform
Robotics

The 4th Generation of Robot Platform (2026–)

Robot Platform
Robotics

MIT-B-P-F Flexible Robotic Combination for New Battery Materials

Robotics

Engineering Flow

SolidWorksSolidWorks
→
BOMBOM
→
Electrical DrawingElectrical Drawing
→
Physical Prototype
Digital Twin

Digital Twin Demonstration

Digital Twin

Smart Energy Digital Twin Operation Details

Digital Twin

Prior to Experiment

Prior to experiment
Digital Twin

During the Experiment

During the experiment
Digital Twin

Post Experiment

MIRecipe

MIRecipe

Reading Literature
60000+papers
Screened Literature
40000+papers
Recipe Resource
20000+files
Recipe Report
12000+reports
Recipe Tokens
578M+tokens
Reading Literature
60000+ papers
Screened Literature
40000+ papers
Recipe Resource
20000+ files
Recipe Report
12000+ reports
Recipe Tokens
578M+ tokens
MIRecipe

MIRecipe

Recipe Language Model

Recipe Language Model

MIOS

MIOS Reading Ability

MIOS

MIOS Doing Ability

MIOS

MIOS System Workflow Overview

Publications

Material Intelligence Framework

Reading-Doing-ThinkingAI + roboticsClosed-loop discovery
Review · Nexus, 2025
Material Intelligence Framework cover
Publications

Robotic Nanocrystal Synthesis

Data miningRobotic synthesisInverse design
Article · Nature Synthesis, 2023
Robotic Nanocrystal Synthesis cover
Publications

Agentic Robotic Boxes + RLM

11 robotic boxes50,764 PSCs578M+ tokens
Article · Engineering, 2026
Agentic Robotic Boxes + RLM cover
Media Wall

Robotics Boxs

Media Wall

Production Line