Personalization has been a driving force behind the success of Web2 platforms, shaping user experiences and setting new standards for digital interaction. Whether it's the curated playlists on Spotify, product recommendations on Amazon, or the tailored content feeds on social media, personalization drives engagement to the extent that we almost take it for granted. However, such personalization is fundamentally absent in the web3 ecosystem, despite the wealth of available on-chain data.