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 *Train agent skills like you train neural networks — with epochs, learning rates, and validation gates — but without touching model weights.*
 
-[![Project Page](https://img.shields.io/badge/Project%20Page-SkillOpt-8dbb3c?style=for-the-badge&labelColor=4c4c4c)](https://microsoft.github.io/SkillOpt/) [![Paper](https://img.shields.io/badge/Paper-arXiv-b31b1b?style=for-the-badge&labelColor=4c4c4c)](https://arxiv.org/abs/2605.23904) [![Project Video](https://img.shields.io/badge/Project%20Video-Watch%20Demo-ff0000?style=for-the-badge&labelColor=4c4c4c)](https://youtu.be/JUBMDTCiM0M) [![Python 3.10+](https://img.shields.io/badge/Python-3.10%2B-blue?style=for-the-badge&labelColor=4c4c4c)](https://www.python.org/) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow?style=for-the-badge&labelColor=4c4c4c)](LICENSE)
+[![Project Page](https://img.shields.io/badge/Project%20Page-SkillOpt-8dbb3c)](https://microsoft.github.io/SkillOpt/) [![Paper](https://img.shields.io/badge/Paper-arXiv-b31b1b)](https://arxiv.org/abs/2605.23904) [![Project Video](https://img.shields.io/badge/Project%20Video-Watch%20Demo-ff0000)](https://youtu.be/JUBMDTCiM0M) [![Python 3.10+](https://img.shields.io/badge/Python-3.10%2B-blue.svg)](https://www.python.org/) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)
 
 ## 🎬 SkillOpt Demo Video