A new learning workflow targets the technical complexities of open-weight model releases. It prioritizes a structured approach to dissecting LLM architectures through specific analysis steps. This method helps practitioners move beyond marketing claims to understand actual model mechanics. It provides a repeatable template for researchers to evaluate new weights efficiently.