This guide outlines a structured process for dissecting new open-weight model releases. It focuses on mapping technical reports to actual code implementations. By isolating specific architectural changes, developers can verify claimed capabilities. This approach helps practitioners avoid hype and understand how LLM design choices impact real-world inference performance and memory usage.