A smiling learner at a desk, colleagues working in the background

A laptop on a wooden desk showing real code in an editor

Learn AI engineering by building it.

24 hands-on modules across five stages, one continuous path from typing your first prompt to shipping a production system. Every concept comes with a plain-English explainer, a diagram, runnable code, and a quiz.

Every concept ships with real, runnable code
Local-first by default: Ollama, no API key, no cost to start
All exercises are sourced from real projects and mirror real-world application
Become an applied AI engineer or forward deployed engineer in less than 6 weeks
Get mentorship and opportunities from our Slack community

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5 stages · 24 modules · certified on completion

How it works

Every module follows the same shape, so you always know what comes next.

Learn the concept

problem, analogy, how it works

Build it yourself

real, runnable code

Prove it stuck

flashcards + quiz

Your path

Five stages, sequenced so each one builds on the last.

1
Foundations
How LLMs actually work, then your first local model, vision, and RAG.
5 modules
2
Building Blocks
Voice, web data, and tool-calling with MCP.
3 modules
3
Systems
Agentic RAG, multimodal retrieval, agents, and infrastructure.
8 modules
4
Engineering Practice
Evaluation, fine-tuning, and real production deployment.
4 modules
5
AI Safety & Ethics
The risks, safeguards, and governance behind it all.
4 modules