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daniel-azoulai
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## **How PortfolioMind delivered real-time crypto intelligence with Qdrant** ## **How PortfolioMind delivered real-time crypto intelligence with Qdrant**
The crypto world is an inherently noisy and volatile place. Markets shift quickly, narratives change overnight, and wallet activities conceal subtle yet critical patterns. For PortfolioMind [(built using the SpoonOS framework)](https://spoonai.io/), a Web3-native AI research copilot, the challenge was not only finding just finding relevant information, but also surfacing it in real-time. The crypto world is an inherently noisy and volatile place. Markets shift quickly, narratives change overnight, and wallet activities conceal subtle yet critical patterns. For PortfolioMind, Web3-native AI research copilot built using the [SpoonOS framework](https://spoonai.io/), the challenge was not only finding just finding relevant information, but also surfacing it in real-time.
### Challenge: Moving beyond static insights ### Challenge: Moving beyond static insights