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README.md

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-## About Us.
 
-Meet LiGHT, the Laboratory for Intelligent Global Health & Humanitarian Response Technologies [LiGHT Lab](https://www.light-laboratory.org/), at EPFL [School of Computer Science], Ariadne Labs [Harvard], and Koita Center for Digital Health at [Ashoka University](https://www.ashoka.edu.in/).
+## About Us
+
+Meet **LiGHT**, the [Laboratory for Intelligent Global Health & Humanitarian Response Technologies](https://www.light-laboratory.org/), based at EPFL (School of Computer Science), Ariadne Labs (Harvard), and the Koita Centre for Digital Health at [Ashoka University](https://www.ashoka.edu.in/).
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-Building on our previous work, [MEDITRON](https://arxiv.org/pdf/2311.16079), we present [**Meditron-3**](https://openreview.net/pdf?id=ZcD35zKujO) an open suite of large language models for medicine that has been co-designed and evaluated by a global group of mostly volunteer  clinicians, humanitarian actors, and data scientists. 
+We build clinically grounded, auditable AI for medicine — co-designed and evaluated with clinicians, humanitarian responders, and data scientists worldwide.
+
+---
+
+## 🆕 Fully Open Meditron
+
+Our latest release, **Fully Open Meditron**, is the first end-to-end auditable pipeline for clinical LLMs — open weights, open data, open training recipe, and clinician-vetted corpus construction.
+
+**Apertus-70B-MeditronFO** establishes a new state of the art among fully open medical LLMs, and **Gemma-3-27B-MeditronFO** outperforms MedGemma on HealthBench Hard despite being trained from a fully open pipeline.
 
-> The weights for **Meditron-3[70B]** and **Meditron-3[8B]** are now available on Huggingface.
+👉 Browse the [**MeditronFO Collection**](https://huggingface.co/collections/EPFLiGHT/meditronfo) — six models across three families (Apertus, OLMo-2, EuroLLM, Gemma-3), plus the [Fully Open Meditron Corpus](https://huggingface.co/datasets/EPFLiGHT/fully-open-meditron) (~601k clinician-audited examples).
+
+---
+
+## Previous Work
+
+- [**Meditron-3**](https://openreview.net/pdf?id=ZcD35zKujO) — open medical LLM suite spanning Llama-3, Phi-4, Qwen2.5, and Gemma-2 bases. See the [Meditron-3 Collection](https://huggingface.co/collections/EPFLiGHT/meditron-3).
+- [**MEDITRON**](https://arxiv.org/pdf/2311.16079) — original 7B/70B medical specialist with curated clinical guidelines.
+
+---
 
-> The **Meditron Collection** is out ! Check out our Phi4, Qwen2.5 and Gemma2 based models  
-#### 🌐 Stay connected with us on LinkedIn:
+#### 🌐 Stay connected
 
-- **💼 Project leads:** [Annie Hartley](https://www.linkedin.com/in/annie-hartley-324832210/)
+- **Prof:** [Annie Hartley](https://www.linkedin.com/in/annie-hartley-324832210/)
+- **Lab:** [light-laboratory.org](https://www.light-laboratory.org/)