A new learning workflow targets the technical analysis of open-weight model releases. It prioritizes dissecting model cards and architectural specifications over surface-level benchmarks. This structured approach helps developers identify specific design choices and efficiency trade-offs. Practitioners can use this method to accelerate their understanding of new LLM architectures without wasting time on hype.