Code models trained independently converge on the same representations.

Piotr Wilam extends concept-circuit extraction to code models, disentangling task, programming language, and architecture. If representations converge across independent training runs, probes and steering vectors should transfer between models. It's also the mechanistic argument for why prompt patterns port between Claude, GPT, and open weights.