A structured learning process now exists for dissecting open-weight model releases. The workflow focuses on mapping transformer components to specific performance gains. It prioritizes technical documentation over marketing claims. Practitioners can use this method to quickly evaluate if a new architecture offers genuine efficiency improvements or merely incremental parameter updates.