Tracks
Each track names a goal, then expands into every topic that goal depends on, ordered so nothing arrives before the thing it needs. Pick the one that matches where you want to end up.
Data Engineer
84h“I want to become a data engineer, and then an AI engineer.”
The least contested entrance to AI work. Ends with someone who can model, move and serve data a team can trust - and who is one short step from RAG, because chunking and ingestion are ETL problems wearing AI costumes.
AI Engineer
137h“I want to become an AI engineer.”
The default line. Ends with someone who can design, build, evaluate and operate an LLM-backed product end to end.
RAG Specialist
197h“I want to build retrieval systems that work in production.”
The shortest commercially valuable line in the Atlas. Skips most of deep learning and goes hard on retrieval quality.
Agent Builder
163h“I want to build AI agents that reliably complete real tasks.”
Tool use, memory and planning, with agent evaluation treated as a first-class concern rather than an afterthought.
AI Architect
240h“I want to design AI systems at organisation scale.”
The longest line. Assumes you will build first, then take responsibility for boundaries, cost, governance and failure modes.