D.5:8 - Consequences

This pattern keeps bias, fairness, impact, causal-fairness audit consumption, and ethical assurance from being scattered across technical patterns. It also prevents D.5 from swallowing all ethics. The cost is that teams must say which bias or fairness claim they are making. The gain is that ethical assurance becomes a typed assurance or evidence claim rather than a comforting label.