A structured learning process now exists for dissecting new open-weight model releases. This workflow prioritizes technical documentation and architecture analysis over marketing claims. It helps researchers isolate specific model capabilities from general benchmarks. Practitioners can use this method to quickly evaluate if a new LLM fits their specific production requirements.