A new structured learning process helps developers dissect open-weight model architectures. The method prioritizes reading technical reports and testing specific capabilities over surface-level benchmarks. It streamlines how practitioners evaluate model weights and configuration files. This systematic approach reduces the time spent on hype and focuses on actual implementation details for researchers.