Learn
Practical tracks. Not video courses.
Each track is a short, opinionated reference plus a paired challenge set on the platform. You read for an hour and practice for ten.
Tracks
Six tracks, mapped to the real jobs.
AI Engineering
The job, not the prompts. Decision-making, tool design, retrieval boundaries, evaluation, and the failure modes that show up in production.
Debugging
A working methodology for production debugging with an AI pair — hypothesis, bisect, defend.
Security
OWASP-class issues, AI-specific attack surface, authorization drift in generated code, secure tool-use patterns.
System Design
Designing for failure, observability, and migration cost — including systems whose hot path is a model call.
Interview Prep
Track-specific prep for engineering interviews that now include AI-assisted live coding and replay defenses.
Take-Home Assignments
Patterns for the new shape of take-homes: bounded scope, AI-allowed, with a written defense of every decision.