Robotics

The robotics module presents the physical execution layer of materials intelligence: modular equipment, line-level workflow, flexible MIT-B-P-F configuration, and experiment-ready robotic operation.

Open Exhibition Mode
01

Production-line execution

Robotic equipment converts recipe-level decisions into physical operations such as material handling, preparation, transport, and characterization.

02

MIT-B-P-F flexibility

Robotic hardware modules can be flexibly combined across materials tasks, allowing the same architecture to support different device routes and new battery-material workflows.

03

Closed-loop feedback

Experimental outputs are returned to the software stack, enabling data accumulation, model refinement, and the next round of materials-intelligence optimization.

Robotics demonstration 1

Robotic Production Line Walkthrough

A continuous production-line walkthrough showing robotic transfer, module coordination, workstation sequencing, and physical execution of materials-intelligence workflows.

Robotics demonstration 2

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

Demonstrates robotic motion and the flexible MIT-B-P-F module-combination strategy for new battery materials, showing how the hardware stack can be reconfigured for different experimental routes.

Robotic box design

Robotic Boxes for Controllable Fabrication

The robotic-box architecture decomposes the experimental line into synthesis, fabrication, and characterization boxes. This modular design supports controlled process transfer, clear functional zoning, and scalable automation across multiple materials workflows.

Robotic boxes for controllable fabrication
Digital Twin mapping

Digital Twin Representation of Robotic Boxes

The Digital Twin view mirrors the physical robotic boxes and equipment modules, enabling process visualization, module-level coordination, virtual validation, and clearer communication of how experimental steps are mapped into the software system.

Digital Twin representation of robotic boxes
Robot platform

Integrated Robot Platform

The robot platform provides the physical backbone for automated materials preparation. It integrates transport, handling, processing, and modular device access into a continuous line, making recipe execution traceable and repeatable.

Integrated robot platform
Platform evolution

The 4th Generation of Robot Platform

The fourth-generation platform illustrates the evolution from linear automation toward a more complex robotic materials-manufacturing environment, with evaporation, ALD, PVD/TCO, vacuum exchange, and reversing chambers organized for advanced device fabrication.

The 4th generation of robot platform

Robotics in the full stack

Robotics is not an isolated video demo. It is the execution layer that completes the loop from Materials Intelligence Recipe and Recipe Language Model reasoning to MIOS dispatch and Digital Twin process mapping.

Materials Intelligence RecipeStructured formula and process knowledge
Recipe Language ModelMechanism-aware recipe reasoning
MIOSSystem coordination and task orchestration
Digital TwinWorkflow visualization and virtual validation
RoboticsPhysical execution and experimental feedback