Engineering Ethics begins before release, when product commitment creates an obligation to comprehend, complete, and prove the required engineering work.
Knowledge management extends requirement control by preserving the assumptions, evidence, boundaries, and reasoning that keep engineering conclusions valid.
AI as an Accelerator can expand engineering reasoning but evidence, boundaries, verification, and release authority still require explicit engineering judgment.
Feature flags can change vehicle behavior, but engineering authority must come from verified requirements, Usecases, runtime state, and lifecycle proof.