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RAG & Search
Build Your Own Search Engine
We build a search engine from scratch over DataTalks.Club Zoomcamp FAQ documents. We start with TF-IDF text search, then add cosine similar…
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AI Agents
Build a Documentation RAG Agent with Search Tools
We build a RAG system over real documentation and evolve it into an agentic search flow. For the knowledge base we use the Evidently AI doc…
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AI Agents
Build a Production-Ready YouTube AI Agent with Temporal
We build a deep research agent over the DataTalks.Club podcast archive. We start by downloading and indexing YouTube transcripts. Then we t…
Alexey Grigorev
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AI Agents
Build a Course FAQ Agent with MCP, PydanticAI and OpenAI
We build a course FAQ assistant from the bottom up. First we expose a plain Python search(query) function to the OpenAI Responses API. Then…
Alexey Grigorev