Update README.md

README.md

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----
-license: mit
-title: MsingiAI Space
-sdk: gradio
-emoji: 😻
-colorFrom: blue
-colorTo: indigo
-pinned: true
-short_description: Democratizing Access to AI in Africa
-sdk_version: 5.44.1
----
-# Msingi AI: Democratizing AI Access in Africa 
+---
+license: mit
+title: MsingiAI Space
+sdk: gradio
+emoji: 🧠
+colorFrom: blue
+colorTo: indigo
+pinned: true
+short_description: AI That Understands Africa
+sdk_version: 5.44.1
+---
 
-[![Twitter Follow](https://img.shields.io/twitter/follow/MsingiAI?style=social)](https://X.com/MsingiAI)
 
-## About Us 🧠
+# MsingiAI
 
-Msingi AI is an African-focused AI research organization based in Nairobi, Kenya. We are dedicated to creating cutting-edge natural language processing (NLP) tools and fostering innovation tailored to the unique linguistic and cultural diversity of Africa.
+**Building AI That Understands Africa**
 
-Our primary focus is on:
-- Developing **open-source NLP models** for African languages.
-- Advancing AI research with novel architectures.
-- Building a collaborative community of researchers, developers, and innovators across the continent.
+[![Twitter Follow](https://img.shields.io/twitter/follow/MsingiAI?style=social)](https://x.com/MsingiAI)
 
-## Why Msingi AI Matters
+## About MsingiAI
 
-Africa is home to over 2,000 languages, many of which are underrepresented in AI technologies. At Msingi AI, we aim to address this gap by:
-- **Preserving Local Languages:** Ensuring that African languages thrive in the digital age.
-- **Decentralizing AI:** Making AI accessible and impactful for grassroots communities.
-- **Driving Innovation:** Pioneering research to create technologies that solve uniquely African challenges.
+MsingiAI is an African AI research organization dedicated to developing **culturally aware artificial intelligence** that understands African languages, contexts, and values. We pioneer frameworks that go beyond translation to embed **cultural intelligence and safety** into AI systems. 
 
-## How to Get Involved 🤝
+At the core of our work is **Constitutional AI for Cultural Safety**—a research-driven approach that treats African cultural context as a first-class requirement, ensuring AI systems behave in ways that respect diverse communities. 
 
-- **Join as a Researcher:** Contribute to groundbreaking AI research that makes a difference.
-- **Collaborate:** Partner with us to scale AI research and applications in Africa.
-- **Support Us:** Help fund our mission to build Africa's AI future.
+## What We Work On
+
+### Research Priorities
+
+* **Constitutional AI and Cultural Safety**: Developing AI safety frameworks that incorporate African cultural contexts from first principles. 
+* **Bias & Fairness in African AI**: Creating new fairness metrics tailored to multilingual, culturally varied African settings. 
+* **Low-Resource Language Models**: Building models from scratch (such as Swahili-centered architectures that do not rely on Western pre-training). 
+
+### Community & Collaboration
+
+We build research networks that bring together:
+
+* Cultural and language experts
+* AI researchers and engineers
+* Community validators for testing and feedback 
+
+## Real-World Impact
+
+MsingiAI applies research to tangible challenges across the continent, including:
+
+* **Agricultural AI tools** informed by local practices. 
+* **Healthcare AI tailored to rural contexts.
+* **Educational technologies in local languages.** 
+
+## Why This Matters
+
+AI models trained on predominantly Western data often fail in African contexts, leading to exclusion and harmful biases. MsingiAI addresses this by:
+
+* Prioritizing **data representativeness** and cultural context.
+* Advancing AI systems designed for **linguistic and cultural diversity**.
+* Scaling tools and research that empower local developers and communities. 
+
+## Join the Movement
+
+Whether you are a language researcher, developer, cultural expert, or community advocate, MsingiAI provides pathways to contribute through research, open-source work, and cultural validation.
 
 ## Contact
 
-- **Website:** [msingiai](https://msingi-ai.github.io/)
-- **Email:** korirkiplangat@gmail.com
-- **Twitter:** [@MsingiAI](https://X.com/MsingiAI)
-- **GitHub:** [msingi-ai](https://github.com/msingi-ai)
+* **Website:** [https://msingiai.com](https://msingiai.com)
+* **Email:** [korir@msingiai.com](mailto:korir@msingiai.com)
+* **Twitter:** [https://x.com/MsingiAI](https://x.com/MsingiAI)
+* **GitHub:** [https://github.com/msingi-ai](https://github.com/msingi-ai)
 
-© 2025 Msingi AI. All rights reserved.
+© 2025 MsingiAI. All rights reserved.