RAG system on OpenAI and Upstash Vector with 30 language support. Includes streaming chatbot, hybrid search (semantic + keyword), AI ticket classifier, and
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Iurii Uses: #Vercel AI SDK
1 project · 2 articles
The Vercel AI SDK is a TypeScript toolkit for building AI-powered features in Next.js and other frameworks. It abstracts streaming responses, tool calls, and multi-model support behind a unified API.
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· 11 min
Add AI to an existing product without a rebuild. Three integration patterns, how to pick the right one, and what production-ready AI actually demands.
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· 9 min
RAG chatbot for e-commerce: resolve 70% of support queries across 25 languages — ingestion pipeline, hybrid search, confidence thresholds, and streaming UI.
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