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README.md

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 <b>Privacy-preserving AI hackathon</b>
 <br/>
-Zama x Hugging Face x Entrepreneur First
+<a href="https://zama.ai">Zama</a> x <a href="https://huggingface.com">Hugging Face</a> x <a href="https://joinef.com">Entrepreneur First</a>
 <br/>
 Paris, September 27-28, 2024
 </p>
 <p align="center"><a href="https://lu.ma/q9v8qhcr">Event link</a> | <a href="https://github.com/zama-ai/concrete-ml">Try Concrete ML</a> | <a href="https://huggingface.co/zama-fhe">Explore more Zama FHE demos</a> | <a href="#">Event recap and winning projects(coming soon)</a></p>
 <p align="center"> ⬇️ Browse the projects created during the hackathon ⬇️</p>
-<p align="center"><b>Important Note:</b> The projects showcased here were developed within a 48-hour timeframe during the Zama Privacy-Preserving Hackathon. As experimental prototypes, they may still have some instability or incomplete features. For any questions or to dive deeper into these innovations, we encourage you to join the <a href="https://zama.ai/community">Zama community</a>, where you can connect directly with the Zama team.</P>
+<p align="center"><b>Important Note:</b> The projects showcased here were developed within a 48-hour timeframe during the Privacy-Preserving Hackathon. As experimental prototypes, they may still have some instability or incomplete features. For any questions, to dive deeper into these innovations, and if you're interested in building with Concre ML, we encourage you to join the <a href="https://zama.ai/community">Zama community</a>.