Courses

Claude Opus 4.7 fails on this course's seven-word title. The industry calls this hallucination. It isn't. AI tools are probabilistic systems sitting on top of constraints that everyday abstractions cover up, and the engineering tradition that knows how to work at that frontier traces back through Cray Research to the Bletchley Park codebreakers. This is Course 1 of a three-course written apprenticeship in world-class computing tradecraft.

We build the world's fastest computers. Period. That was our unofficial Cray Research motto, and the tradecraft behind it was never written down. It is Top Secret in origin and tacit by transmission, passed person to person from the Bletchley Park codebreakers through ERA and CDC to Cray. Frontier-class AI is now hitting the same constraint Cray Research lived inside for decades: you cannot spin up more hardware when you are already sitting on the largest system available. Volume 2 is the history, the patterns, and our way of thinking.

I use "nerd-sniping AI" as diagnostic signal, what the industry calls "hallucinating." That name hides the design: AI is probabilistic, generating what is most likely to be correct without knowing whether it actually is. The Wizard's Lens is our close-observation tradecraft that aligns with how AI works by design, developed through deliberate practice, with AI itself as the playground. Volume 3 of the HPC Tradecraft Apprenticeship.