A structured learning workflow helps developers dissect new open-weight releases. The process prioritizes identifying specific architectural shifts over reading marketing summaries. By mapping these changes to actual performance benchmarks, practitioners can better predict model behavior. This incremental guide provides a repeatable method for auditing LLM internals without wasting time on hype.