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 <h3 align="center">
-This repository is depreciated, and no longer maintained. If you are looking to learn about state-of-the-art techniques and models for turning data into vector embeddings, we recommend visiting <a href='https://superlinked.com/vectorhub'>VectorHub</a>.
+This repository is depreciated, and no longer maintained. If you are looking to learn about state-of-the-art techniques and models for turning data into vector embeddings, we recommend visiting our friends at <a href='https://superlinked.com/vectorhub'>VectorHub</a>.
 </h3>
 
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 Additional information:
 
-This repository was previously set up by <a href='https://relevanceai.com'>RelevanceAI</a> - a platform to build and deploy AI apps and agents. Relevance AI is venture-backed by globally renowned investors like Insight Partners, Galileo Ventures and Archangel Ventures.
+This repository was first set up by <a href='https://relevanceai.com'>RelevanceAI</a> - a platform to build and deploy AI apps and agents.
 
-VectorHub is a free and open-source educational platform to learn how to build information retrieval and feature engineering powered by vector embeddings. VectorHub is community-led and maintained by <a href='https://www.superlinked.com'>Superlinked</a> - an open-source compute <a href='https://github.com/superlinked/superlinked'>framework</a>, focused on turning complex data into vector embeddings. 
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+VectorHub is a free and open-source educational platform to learn how to build information retrieval and feature engineering powered by vector embeddings. VectorHub is community-led and maintained by <a href='https://www.superlinked.com'>Superlinked</a> - an open-source compute <a href='https://github.com/superlinked/superlinked'>framework</a>, focused on turning complex data into vector embeddings.