Update README.md

README.md

@@ -4,18 +4,25 @@ tags:
 - matgl
 - materials-science
 - graph-neural-network
+- machine-learning-interatomic-potential
+- foundation-potential
+- mlip
 ---
 
-# Potential
+## Introduction
 
-This is a [matgl](https://github.com/materialsvirtuallab/matgl) `Potential` model (version 3).
+Pre-trained TensorNet foundation potential, i.e., universal machine learning interatomic potential trained on the MatPES PBE 2025.2 dataset.
+
+## Potential
+
+[matgl](https://github.com/materialsvirtuallab/matgl) `Potential` model (version 3).
 
 ## Usage
 
 ```python
 import matgl
 
-model = matgl.load_model("<owner>/<repo>")
+model = matgl.load_model("materialyze/TensorNet-PES-MatPES-PBE-2025.2")
 ```