Materials intelligence exhibition platform

Materials Intelligence
Robotics · Digital Twin · Recipe Language Model

An integrated exhibition system connecting robotic platforms, Digital Twin visualization, Materials Intelligence Recipe, Recipe Language Model reasoning, and MIOS orchestration.

RoboticsPhysical execution, production-line operation, and flexible MIT-B-P-F hardware combination
Digital TwinVirtual equipment mapping, workflow visualization, and recipe-to-process translation
Materials Intelligence Recipe / Recipe Language Model / MIOSRecipe assets, mechanism-aware reasoning, and system-level orchestration

MIT-B-P-F Architecture

From hardware tools to automated boxes, integrated platforms, factory-scale systems, MIOS, Recipe Language Model, and Materials Intelligence Recipe.

MIT-B-P-F Architecture

Closed-loop materials intelligence workflow

One complete logic chain connects knowledge acquisition, AI reasoning, operating-system orchestration, virtual validation, and robotic execution.

Literature MiningSearch, screen, download, and parse
Materials Intelligence RecipeStructure formula, process, and performance data
Recipe Language ModelGenerate candidate recipes under expert constraints
MIOS + Digital TwinCoordinate workflow and equipment mapping
RoboticsExecute, characterize, and close the loop
Key publication

Material Intelligence Framework

Defines the reading-doing-thinking paradigm that connects data-guided rational design, robotic controllable synthesis, and autonomous inverse design.

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

Robotic Nanocrystal Synthesis

Demonstrates a data-mining, automated synthesis, in situ characterization, and inverse-design framework for morphology-controlled nanocrystal synthesis.

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

Agentic Robotic Boxes + RLM

Shows how 11 robotic boxes, a recipe language model, and a coordinating language agent can form a closed loop for perovskite solar cell fabrication and mechanistic reasoning.

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

Materials Intelligence Recipe knowledge pipeline

Live cumulative operating metrics for the Materials Intelligence Recipe and Recipe Language Model knowledge pipeline. The knowledge base is updated incrementally as new candidate records, qualified papers, PDFs/SI, recipe reports, and RecipeQA pairs enter the system.

Candidate Literature
DOIs / Titles / Abstracts
60000+records
open literature intake
Qualified Literature
screened materials papers
20000+papers
scope-qualified corpus
Downloaded PDFs/SI
full text and supplementary information
15000+files
local document archive
Recipe Reports
structured recipe report assets
12000+recipe reports
recipe knowledge assets
Recipe QAs
training and evaluation pairs
120000+pairs
RLM corpus expansion
Candidate LiteratureDOIs, titles, and abstracts collected as the open-ended candidate pool for materials-intelligence literature mining.
60000+ records
Qualified LiteratureScope-filtered literature aligned with materials recipes, robotic platforms, digital twins, and AI-driven material discovery.
20000+ papers
Downloaded PDFs/SIFull-text papers and supplementary information archived for downstream parsing and recipe extraction.
15000+ files
Recipe ReportsStructured recipe reports connecting formulas, processing parameters, performance metrics, and mechanism descriptions.
12000+ recipe reports
Recipe QAsQuestion-answer corpus for Recipe Language Model training, evaluation, preference alignment, and mechanistic reasoning.
120000+ pairs

Robotic Production Line Walkthrough

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

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.

Digital Twin System

A visual carrier for devices, workstations, robots, recipe parameters, and experimental workflows.

Smart Energy Digital Twin Operation Details

Detailed dynamic demonstration of smart-energy Digital Twin operation, equipment-state visualization, and workflow-level digital control.

Materials Intelligence Recipe

An AI interaction system for expert-mechanism entry and high-performance perovskite formula recommendation.

MIOS · Materials Intelligence Operating System

The orchestration layer that connects data, Recipe Language Model reasoning, Digital Twin visualization, robotic modules, and system-level execution.

Waiting for MIOS video MIOS.mp4 Place it at: static\assets\videos\MIOS.mp4

Apple Vision Pro Aircraft Model

Spatial-computing demonstration for 3D model presentation, immersive explanation, and exhibition storytelling.

Apple Vision Pro Modeling and Layout

Spatial layout, model inspection, and equipment/exhibition planning with Apple Vision Pro.

Recipe Language Model Knowledge Animation

Concept animation showing how Robotics, Digital Twin, Materials Intelligence Recipe, Recipe Language Model, MIOS, Spark, and Mac mini automation connect into one materials-intelligence system.