This workflow targets the specific challenge of parsing open-weight model releases. It prioritizes a structured approach to dissecting technical reports and weights. Practitioners can use these steps to isolate architectural changes from training data noise. The method simplifies the learning curve for those tracking LLM evolution without a formal research background.