A new learning workflow provides a structured method for dissecting open-weight model releases. The process prioritizes technical documentation and weight analysis over marketing claims. By isolating specific architectural changes, developers can quickly identify performance bottlenecks. This approach reduces the time spent on hype and focuses on LLM implementation details for researchers.