A structured learning workflow now exists to help developers dissect new open-weight model releases. The process prioritizes technical documentation and architectural benchmarks over marketing claims. By isolating specific design choices, practitioners can better predict model behavior. This incremental guide simplifies the onboarding process for those studying LLM architectures and transformer variants.