01
AI transformation
Making AI adoption an organizational practice.
A shared framework for understanding how engineering teams use AI—and where to go next.
44development organizations assessedScope
Practice, in context
Selected work
The problems, decisions, and practices behind the work.
02
Applied AI & evaluation
Knowing where AI needs human judgment.
Benchmarking AI-assisted review, with attention to the errors that matter in an actual workflow.
3model families comparedScope
03
Product & engineering
Bringing learning across languages.
Translation quality, automation, and model tradeoffs in a programming education product.