In black-box platforms, I try to keep complex logic outside the tool (API/services) so it’s testable, versioned, and auditable. Where that’s not possible, I rely on strict validation, regression tests, and a clear change log. This matters even more for regulated workflows—Licensed PE Stamping needs a defensible calculation trail, not hidden rules.