Preview environment - you also see content that isn't published yet.
Tutorials · Hands-on

Step by step to your own agent.

From the first install to a productive setup. Every tutorial will get a video and cheat sheet over time.

Tutorial 01Beginner

Install Ollama and load your first model

Go from zero to a locally running LLM you can talk to via terminal and HTTP API in 15 minutes - no API key, no cloud.

15 min
Open tutorial
Tutorial 02Beginner

Install Hermes 3 - a model that actually does tool-use

Pull Hermes 3 from NousResearch via Ollama and see why it's a better fit for building agents than a stock Llama.

12 min
Open tutorial
Tutorial 03Beginner

Get an OpenRouter key and make your first call

Create an account, generate an API key, fire off your first call with curl and an SDK - and understand what's in the response.

12 min
Open tutorial
Tutorial 04Beginner

Install Pi - your first agent in the terminal

Pi is a minimal terminal agent that gets surprisingly far with four tools (read, write, edit, bash) and one Markdown file (AGENTS.md). In this tutorial you'll install Pi, connect it to a local or free cloud model, and write your first custom skill.

35 min6 downloads
Open tutorial
Tutorial 05Intermediate

How neural networks learn to read - the MNIST lab

Draw digits, train a real neural network live in your browser, and watch it learn to recognize handwriting from 784 pixels - from scratch, no server.

20 min
Open tutorial
Tutorial 06Intermediate

The Ant Lab - understand agents by building them

One simulation, four swappable brains. Each stage teaches one agent concept - from hardcode to an LLM with memory.

81 min
Open tutorial
Tutorial 07Beginner

A Soul in a File - what belongs in a soul.md (and what doesn't)

Same world, different soul. Ask the same question to agents that differ only in their soul.md - none, minimal, rich, overloaded - and see the effect instantly.

20 min
Open tutorial
Tutorial 08Advanced

Understanding RAG - step by step with real data

We build a Retrieval-Augmented Generation system from scratch. Real embeddings, a real vector database, and demos you can pause and pull apart whenever you want.

90 min
Open tutorial
Tutorial 09Advanced

Kuno - the Mega-Agent

We build a complete, local multi-agent system on our own hardware, step by step. 15 chapters, each with a companion video, from an empty box to a talking mini-organisation.

182 min
Open tutorial