๐Ÿ› ๏ธ Tools & Open-Source Software

We believe in delivering useful, not just fancy tools. Everything below is developed or actively maintained by the AI4PhysSci Lab and released openly, following the modular Simulator โ†’ Emulator โ†’ Sampler โ†’ Predictor โ†’ Evaluator & Agent pipeline.

๐Ÿ”— Full code base: github.com/AI4QC. Issues, pull requests, and collaborations are all welcome โ€” see Openings if you would like to build these with us.

CatDT-GS

๐Ÿค– Agent

A self-evolving multi-agent system (digital twin) for autonomous heterogeneous catalysis discovery.

Python Released ยท arXiv:2606.05050 GitHub โ†— Paper โ†—

PRIS

๐Ÿ”Ž Evaluator/๐Ÿค– Agent

Plausibility Rules for Inorganic Structures: eight one-line laws, found by autonomous agents that proposed, tested and refuted two million candidates, that judge whether a crystal structure is physicochemically plausible and name the mechanism that fails. Cheap enough to screen a generator's output before any DFT.

Python Released ยท arXiv:2609.01209 GitHub โ†— Project page โ†— Paper โ†—

More projects are still in a private or pre-release state and will appear here once published. If a repository you need is not yet public, feel free to contact us.