Formalizes the Bijan Bowen Benchmark (B3), a practitioner-developed LLM evaluation methodology with nine generative coding tasks. Proves separability, coverage, and monotonicity properties. Introduces the Generative Separability Gap as a measure of ecological validity. Case study on Kimi K3.