A new structured workflow helps developers dissect open-weight model releases by prioritizing architecture over marketing. The process emphasizes comparing attention mechanisms and tokenization strategies across different versions. It provides a repeatable framework for technical audits. Practitioners can now evaluate model efficiency and performance bottlenecks without relying on vendor-provided benchmarks.