Update README.md

README.md

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-  https://cdn-uploads.huggingface.co/production/uploads/5fd5e18a90b6dc4633f6d292/JzXrUpG1fM4cvITqaHBZq.png
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 short_description: OpenMed
 ---
 
-<p align="center">
-  <img width="800" src="https://huggingface.co/spaces/OpenMed/README/resolve/main/openmed-x-twitter.png">
+<div align="center">
+
+<img src="https://huggingface.co/spaces/OpenMed/README/resolve/main/openmed-social-card.png" alt="OpenMed — open-source medical AI" width="760" />
+
+**Health × AI**
+
+**State-of-the-art clinical NER &amp; PII models — open, private, and on-device.**
+
+<p>
+  <a href="https://huggingface.co/OpenMed"><img alt="Models" src="https://img.shields.io/badge/%F0%9F%A4%97%20Models-1%2C500+-F5E27A?style=for-the-badge&labelColor=0E1116"></a>
+  <a href="https://pypi.org/project/openmed/"><img alt="PyPI" src="https://img.shields.io/pypi/v/openmed?style=for-the-badge&label=pip%20install%20openmed&logo=pypi&logoColor=white&color=0D6E6E"></a>
+  <a href="https://arxiv.org/abs/2508.01630"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2508.01630-C5453A?style=for-the-badge&logo=arxiv&logoColor=white"></a>
+  <a href="https://github.com/maziyarpanahi/openmed"><img alt="License" src="https://img.shields.io/badge/License-Apache_2.0-0A5656?style=for-the-badge"></a>
+  <a href="https://openmed.life/docs"><img alt="Docs" src="https://img.shields.io/badge/Docs-openmed.life-128787?style=for-the-badge&logo=readthedocs&logoColor=white"></a>
 </p>
 
-<div align="center">
-  <h1>OpenMed</h1>
-  <p><strong>Open‑Source AI for Healthcare & Life Sciences</strong></p>
-  <p>Models, datasets, and tooling for clinical NLP, medical LLMs, RL environments, and privacy‑preserving workflows.</p>
-  <p>
-    <a href="https://github.com/maziyarpanahi/openmed">GitHub</a> •
-    <a href="https://huggingface.co/OpenMed">Models</a> •
-    <a href="https://huggingface.co/datasets/OpenMed">Datasets</a> •
-    <a href="https://huggingface.co/collections/OpenMed">Collections</a>
-  </p>
+<sub>Runs on iPhone, iPad, Mac, the browser, and your own servers — no data leaves the device.</sub>
+
 </div>
 
 ---
 
-<table>
-  <tr>
-    <td width="50%" valign="top">
-      <h3> Mission</h3>
-      <p>
-        The most powerful AI tools for healthcare should not be locked behind expensive paywalls.
-        <strong>OpenMed</strong> is a community‑driven initiative building and sharing state‑of‑the‑art,
-        production‑ready AI for healthcare and life sciences.
-      </p>
-      <p>
-        Our work is released under the permissive <strong>Apache 2.0 license</strong>.
-      </p>
-    </td>
-    <td width="50%" valign="top">
-      <h3> Focus Areas</h3>
-      <ul>
-        <li>Medical & clinical LLMs (training + alignment)</li>
-        <li>Clinical RL environments for reasoning + decision support</li>
-        <li>Clinical NER + biomedical NLP</li>
-        <li>PII detection & de‑identification</li>
-        <li>Medical reasoning datasets</li>
-        <li>Zero‑shot clinical entity extraction</li>
-      </ul>
-    </td>
-  </tr>
-</table>
+**OpenMed** ships a large, growing family of open medical-AI models: clinical named-entity recognition (diseases, chemicals, genes, anatomy, pharmacology, oncology) and privacy-preserving PII de-identification across 16 languages. Everything is Apache-2.0, benchmark-driven, and small enough to run locally.
 
----
+### Start here
 
-## Get Started
+- **Browse the models** &rarr; the tabs above (1,500+ NER &amp; PII models)
+- **Flagship clinical NER** &rarr; [`OpenMed-NER-PharmaDetect-SuperClinical-434M`](https://huggingface.co/OpenMed/OpenMed-NER-PharmaDetect-SuperClinical-434M)
+- **Python** &rarr; `pip install openmed`
+- **On-device (Apple Silicon / iOS)** &rarr; Swift **OpenMedKit** + **MLX** backend
+- **Docs &amp; guides** &rarr; [openmed.life/docs](https://openmed.life/docs)
 
-- Install OpenMed:
-  ```bash
-  uv pip install openmed
-  ```
-- Visit OpenMed: [openmed.life](https://openmed.life/)
----
+### Why OpenMed
 
-## 🤝 Community
+| | |
+|---|---|
+| **Private by design** | Models run on-device — patient data never leaves the machine. |
+| **State of the art** | Benchmark-leading clinical NER across 12+ medical domains. |
+| **Truly open** | Apache-2.0 weights, code, and recipes. Free for research and production. |
+| **Runs anywhere** | iPhone, iPad, Mac, browser (Transformers.js), and server. |
 
-We welcome contributors, researchers, and builders. If you are working on medical LLMs, clinical RL, biomedical NLP, or privacy‑preserving workflows, OpenMed is for you.
+<div align="center">
+<sub>Guarded by our Persian-cat Avicenna — a local-first keeper of your data. &nbsp;·&nbsp; <a href="https://github.com/maziyarpanahi/openmed">GitHub</a> · <a href="https://openmed.life">openmed.life</a></sub>
+</div>