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Marton Dobos

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Intelligent Paper Search: Implementing Time-Aware AI Responses in Flatuniverse

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17 mins read
  • typescript
  • nextjs
  • llamaindex
  • pinecone
  • opanai

This article explains how Flatuniverse implements time-aware AI responses for research paper chat. It covers the technical implementation of temporal analysis in queries⁠⁠, the process of finding and ranking relevant research papers based on both content and temporal relevance⁠, and how the system generates context-aware chat responses⁠⁠. The article ends by explaining how responses are streamed to the frontend in real-time for better user experience⁠⁠.