A new structured learning process targets the technical analysis of open-weight model releases. It prioritizes dissecting architecture papers and testing weights over reading marketing summaries. This systematic approach helps practitioners quickly identify performance bottlenecks. Developers can now map specific model capabilities to their underlying LLM architectural choices more efficiently.