A structured learning process now exists for dissecting new open-weight model releases. The method prioritizes technical documentation and architectural benchmarks over marketing claims. It helps developers isolate specific design changes in LLM architectures. This systematic approach reduces the time spent on hype and focuses on actual implementation details for researchers.