A new learning workflow provides a structured method for dissecting open-weight model releases. It focuses on mapping LLM architectures through systematic code review and documentation analysis. This approach helps developers quickly identify structural changes in new releases. Practitioners can use these steps to reduce the time spent auditing complex model weights.