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README.md

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 ### 🌐 Welcome to **FerroAI**
 
-We are an open scientific initiative focused on **AI-driven phase diagram prediction**, with a special interest in **phase-transforming functional materials such as ferro/multiferroic materials**.
-Our mission is to bridge the gap between theoretical prediction and experimental discovery in materials science.
+-We are an open scientific initiative focused on **AI-driven phase diagram prediction**, with a special interest in **phase-transforming functional materials such as ferro/multiferroic materials**.
+-Our mission is to bridge the gap between theoretical prediction and experimental discovery in materials science.
 
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-#### 🛰️ What we do
-- Develop AI models to **predict phase diagram**
-- Generate **phase diagrams** using composition + structure embeddings
-- Integrate **interactive interfaces** for real-time materials exploration
-- Open-source tooling for accelerating materials discovery
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 #### 🚀 Featured Projects
 - **[FerroAI-Live](https://huggingface.co/spaces/your-org/FerroAI-Live)** – Interactive model for phase diagram prediction.
 - **FerroAI Model** – A well trained models ready for deployment and inference for phase diagram prediction
 
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 #### 👥 R&D Team
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 Meet the researchers and developers behind FerroAI:
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 - **Prof. Chenbo Zhang** — *Primary investigator*  
 - Assistant Professor at School of Physics Science and Engineering, Tongji University
-- https://faculty.tongji.edu.cn/zhangchenbo/en/index.htm
 - cbzhang@tongji.edu.cn
 
 - **Prof. Xian Chen** — *Primary investigator*  
 - Associate Professor at Department of Mechanical and Aerospace Engineering, Hong Kong University of Science and Technology
-- https://xchen.mae.ust.hk/, https://huggingface.co/xmechanics
 - xianchen@ust.hk
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-#### 🧪 Join us!
-We welcome collaboration with:
-- Computational physicists
-- Materials scientists
-- Industrial partners
-
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