All workshops

A remote development box gives coding agents a stable place to run while you disconnect, reconnect, or change devices. We set up an Ubuntu …

In this workshop we build Luma, a voice coach for rehearsing difficult conversations. You talk, and the coach walks you through Nonviolent …

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 …

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.…

We take the FAQ agent from the first deployment workshop and build an evaluation framework around it. We leave the agent unchanged, so all …

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…

We take the FAQ agent from the earlier deployment workshops and ship it on Vercel. The same agent answers Data Engineering Zoomcamp questio…

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: …

We take the FAQ agent from the earlier deployment workshops and move the whole online path to Cloudflare. The Worker serves the UI and API,…

We take the FAQ agent from the End-to-End Agent Deployment workshop and change how it finds answers. That agent searched the FAQ with minse…

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…

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…

We solve a real AI engineer take-home assignment live. The product is a small investment coaching bot that answers public-company research …

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 start from the FastAPI service we deployed to Railway in the previous workshop. We strip out FastAPI and swap it for a custom AWS Lambda…

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…

Most of what you do as a developer stays private. You learn a tool, fix a bug, or choose one library over another. Then you move on, and th…

We build a FAQ chatbot from notebook to production. You start with a Jupyter notebook that calls the OpenAI Responses API with a single sea…

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 deep research agent over the DataTalks.Club podcast archive. We start by downloading and indexing YouTube transcripts. Then we t…

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…