Master the AI &
LLM ecosystem.
5 levels · 25 chapters · 100+ quiz questions · 6 certificates. From "what is an LLM" to shipping production AI — all free, forever.
The Roadmap
Five levels, each unlocked by completing the last.
All five levels
Prompting & Interaction
Bend models to your will
The model is fixed — the prompt is your steering wheel. Master the techniques that move outputs from 60% to 95% useful.
RAG & Agents
Give your LLM superpowers
An LLM alone is just a brain in a jar. Connect it to documents, tools, memory, and the world — and it becomes a system that actually does things.
Production Engineering
Ship LLM features that don't break
Going from prototype to production is where 80% of AI projects die. Learn to choose, cost, eval, monitor, and harden LLM systems for real users.
Frontier & Mastery
Operate at the edge of the field
Reasoning models, MoE architectures, fine-tuning, multi-agent systems, and the open-source frontier. Everything you need to be the team's AI expert.
Your certificates
No certificates yet
Complete every chapter in a level (pass each quiz with ≥70%) to earn that level's certificate. Finish all 5 levels for your Master Certificate.
Stand-alone bite-sized lessons. Great refreshers or to fill specific gaps without committing to a full level.