Key Publications

The scientific foundation behind Materials Intelligence Portal: materials-intelligence theory, robotic synthesis hardware, and the recipe-language-model closed loop for perovskite solar cells.

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Material Intelligence Framework cover
Review · Nexus, 2025

Material intelligence by the convergence of artificial intelligence and robotic platforms

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
Robotic Nanocrystal Synthesis cover
Article · Nature Synthesis, 2023

A robotic platform for the synthesis of colloidal nanocrystals

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

Data miningRobotic synthesisInverse design
Agentic Robotic Boxes + RLM cover
Article · Engineering, 2026

Agentic Robotic Boxes for Perovskite Solar Cell Fabrication with Recipe Language Model

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