All workshops

Browse the full AI Shipping Labs workshop archive, newest first, with recordings, step-by-step tutorials, materials, and membership access labels.

In this workshop we take a CV that's not focused on AI engineering roles and make it more relevant. We build a pipeline where: a renderer …

Serving an open-source model yourself means renting a GPU and running an inference server on it. In this workshop we take a quantized DeepS…

We build a search engine from scratch over DataTalks.Club Zoomcamp FAQ documents. We start with TF-IDF text search, then add cosine similar…

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…

We build a coding agent from scratch, starting with tool calls and an agentic loop. We add a skills system that loads reusable instruction …

A newer, combined version of this workshop is available: Coding Agent with Skills. We start from the coding agent in the prerequisite works…

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…

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…

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…

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…