Free · Code-first · Certification-aligned
From zero to real AI systems
No fluff, no paywall. Every module ships with runnable code, every course builds one real production system — most mapped to an industry certification blueprint.
Why these courses
Made for developers, not for slideshows
Code-first
Every concept comes with code you can run on a laptop. Each course has a companion GitHub repo with tested, version-pinned labs.
Certification-aligned
Most courses map to official exam blueprints, objective by objective — learn real skills and walk into the exam ready.
One system, end to end
Instead of toy snippets, each course builds a single production-grade project across all its modules — from first API call to deployed, monitored service.
The catalog
Courses
5 courses are in production right now. More will join the catalog later — subscribe to hear about them first.
NCP-AAI Mastery
Build Scout, a production-grade multi-agent research assistant, module by module — and walk into the NVIDIA NCP-AAI exam ready. 14 modules, free.
View the course →AWS GenAI Pro Mastery
Build Relay, a production-grade GenAI support agent on AWS, module by module — and walk into the AWS Certified Generative AI Developer – Professional (AIP-C01) exam ready. 16 modules, free.
View the course →smolagents Mastery
Build Quill, a code-first data-analyst agent, module by module — and master Hugging Face smolagents end to end: code agents, secure sandboxing, multi-agent teams, RAG, and production telemetry. 15 modules, free.
View the course →LangGraph in Production
Build Forge, an autonomous coding agent, module by module — and master LangGraph v1.x end to end: state & cycles, the Send API, persistence, human-in-the-loop, time-travel, durable execution, the Store, streaming, subgraphs & multi-agent, the Functional API, deployment, and LangSmith eval. 16 modules, free.
View the course →Fine-Tuning in Production
Forge Anvil, a Qwen3-4B tool-calling specialist, module by module — and master the modern post-training pipeline end to end: data & chat templates, SFT, LoRA/QLoRA, DPO and the ORPO/KTO/SimPO family, GRPO with verifiable rewards, task-grounded evaluation, model merging, quantization, serving, and publishing to the Hugging Face Hub. 15 modules, free.
View the course →More courses coming
The platform is built for a growing catalog. Future courses follow the same recipe: free, code-first, one real system per course.