Learning Paths

Same curriculum, tailored depth. Pick the path that fits your role: or let us recommend one .

Curious Beginner

Zero coding required. Understand what AI actually is, how to read AI news intelligently, and why "just ask it nicely" isn't a safety strategy.

The mental model, the strategic picture, and the decisions that matter; ROI, risk surface, vendor strategy, and the EU AI Act.

Your first deployable AI feature. Deliberately paced: evals before features, no conceptual gaps, working code throughout.

Production multi-agent systems. Evaluation-first architecture, protocol internals, typed contracts, and the failure modes worth knowing.

Running AI workloads reliably and cheaply. VRAM budgets, serving architecture, cost management, supply chain security, and p95/p99 SLOs.