Challenges

Semi-free architecture and Break It scenarios unlocked by the curriculum.

Build a Mental Model of an LLM

Unlocked

You have the pieces. Now assemble the full next-token story as an architecture: from raw text to the next generated token. When it works, we change one constraint and ask you to diagnose the failure like an engineer — not like a spectator.