This workflow provides a structured method for dissecting new open-weight model releases. It prioritizes identifying specific architectural changes over surface-level benchmarks. By isolating key components, developers can better understand how LLM design choices impact performance. This incremental guide helps practitioners avoid hype and focus on technical implementation details during model evaluation.