RAG system on OpenAI and Upstash Vector with 25+ language support.
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Upstash Vector is a serverless vector database used for semantic search and RAG pipelines. It stores text embeddings and retrieves the most similar documents for AI-powered features.
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· 9 min
How I built a RAG chatbot that resolves 70% of support queries across 25 languages — ingestion pipeline, hybrid search, confidence thresholds, and streaming UI.
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