Archive
Browse the full AI Shipping Labs workshop archive, newest first, with recordings, writeups, tutorial pages, materials, and membership access labels.
We start with a fixed RAG pipeline that searches a course FAQ once and passes the results to the model. That works until the search misses.…
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Picking a portfolio project is where most people stall. There are too many options, and the default move is to grab a technology you want t…
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In this workshop we'll build the classic Snake game as a full-stack web app, end to end. A coding assistant does most of the work. We'll: …
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AI agents are useful because they can call tools and act on user requests. That same flexibility makes them easy to steer off topic. In thi…
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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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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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We build a coding agent from scratch, starting with tool calls and an agentic loop. We add a skills system that loads reusable instruction …
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A newer, combined version of this workshop is available: Coding Agent with Skills. We start from the coding agent in the prerequisite works…
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We start with a DataTalks.Club Data Engineering Zoomcamp FAQ assistant. Then we add checks that keep the agent on topic and block unsafe re…
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We build a deep research agent over the DataTalks.Club podcast archive. We start by downloading and indexing YouTube transcripts. Then we t…
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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…
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For a newer, combined take, see Coding Agent with Skills. We build a small project bootstrapper for Django, a coding agent that takes a pla…
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We compare AI coding tools by asking each to help build the same small app, Snake in React. We compare the tools rather than ship one polis…
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