The course

Twelve reviews across the LLM lifecycle — from a first prediction to fine-tuning. Most finish in under 8 minutes.

Every confusing thing about LLMs becomes intuitive when you watch a video assistant referee work. An LLM is a video assistant referee: it reviews inputs, consults tools, and renders a decision.

You'll type prompts, watch tool calls, and see the replay play out on the big screen. No setup, no account, nothing to install — just open a lesson and learn by doing.