Update README.md

README.md

@@ -5,71 +5,49 @@ colorFrom: blue              # Gradient background (start color)
 colorTo: purple              # Gradient background (end color)
 sdk: static                  # SDK type (gradio | streamlit | docker | static)
 sdk_version: "1.0.0"          # Optional, not needed for static
-app_file: index.html          # Main entry file (for static: index.html, for gradio: app.py)
+app_file: README.md         # Main entry file (for static: index.html, for gradio: app.py)
 pinned: false                 # Whether the Space is pinned at the top of your profile
 ---
 
-````markdown
-#  CHAIT LABS
+# ⚡ Chait Labs  
+*Frontier AI Research*  
 
-Welcome to **Chait Labs Research Space** – an open environment for exploring, prototyping, and deploying advanced **Machine Learning & AI applications**.  
-
-This Space is designed to serve as a foundation for building **interactive ML demos, RAG pipelines, model experimentation, and applied AI tools**.  
+![Chait Labs Banner](./chaitlabsbanner.png)
 
 ---
 
 ## 🔍 Vision  
-At Chait Labs, we aim to push the boundaries of **AI, cognitive architectures, and scalable applications**.  
-This Space reflects our philosophy: **open research, reproducibility, and innovation-first engineering**.  
-
----
-
-## ⚙️ Features  
-- 🧠 **LLM & RAG Experiments** – Explore retrieval-augmented generation and domain-specialized models  
-- 📊 **Interactive Demos** – User-friendly prototypes with Gradio/Streamlit frontends  
-- 🛠 **Production-Oriented Codebase** – Modular, scalable, and designed for real-world deployment  
-- 📂 **Dataset Utilities** – Preprocessing, embeddings, and evaluation scripts  
+At **Chait Labs**, we push the boundaries of **AI, cognitive architectures, and scalable real-world applications**.  
+Our philosophy: **open research, reproducibility, and innovation-first engineering**.  
 
 ---
 
-
-
-## 📚 Documentation
-
-Detailed docs coming soon.
-For now, refer to inline code comments and notebooks in the `examples/` directory.
+## 🧠 Research Pillars  
+- **AI Architectures** → beyond transformers, neuro-symbolic reasoning, world-model integration  
+- **Retrieval Systems** → RAG pipelines, vector databases, verification layers  
+- **Medical AI** → ICD-11 embeddings, symptom mapping, compliance-ready engines  
+- **Frontier Apps** → aerospace optimization, biotech modeling, knowledge democratization  
 
 ---
 
-## 🤝 Contributing
-
-We welcome **contributions, ideas, and collaborations**.
-If you'd like to contribute, please fork the repo and submit a pull request.
+## 🚀 Current Projects  
+- **ICD-11 RAG Engine** – embedded 16,563 ICD-11 entities with Mistral LLM pipeline for clinical reasoning  
+- **Cognitive AI Engine** – dual-system cognition with permanent & transient memory integration  
 
 ---
 
-## 📜 License
-
-This repository is licensed under the **Apache 2.0 License** – free to use, modify, and distribute with proper attribution.
+## 🌐 Connect With Us  
+📩 Email → [contact@chaitlabs.org](mailto:contact@chaitlabs.org)  
+🤗 HuggingFace → [huggingface.co/chaitlabs](https://huggingface.co/chaitlabs)  
+🌍 Website → [chaitnya.com](https://chaitnya.com)  
 
 ---
 
-## 🌐 About ChaitLabs
-
-ChaitLabs is an **independent research-driven organization** working at the intersection of:
-
-* Artificial Intelligence (LLMs, AGI Architectures)
-* Aerospace & Biotech Engineering
-* High-performance computation for real-world problem solving
-
-Our mission: **to build scalable, ethical, and groundbreaking AI systems for humanity.**
+📜 **License**  
+This repository is licensed under the **Apache 2.0 License** – free to use, modify, and distribute with proper attribution.  
 
 ---
 
-### ✨ Maintainer
-
-**Chaitanya**
-Founder & Lead Researcher, ChaitLabs
-
+✨ *Chait Labs © 2025 – Frontier AI Systems*