A new structured learning framework guides developers through the technical nuances of open-weight model releases. The process prioritizes dissecting model cards and architecture diagrams over surface-level benchmarks. It focuses on identifying specific structural deviations from standard Transformers. This systematic approach helps practitioners quickly evaluate if a new model fits their specific deployment needs.