A new learning framework guides developers through the technical layers of open-weight model releases. It emphasizes mapping transformer blocks and attention mechanisms to understand specific architectural shifts. This structured approach removes guesswork from model analysis. Practitioners can now dissect new releases faster by focusing on concrete structural changes rather than marketing claims.