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When AI Meets the Informal Woman Worker — Fairness as a Budget Line, Not a Principle

The useful move is not another statement that AI should be fair. It is dragging fairness out of the ethics room and into the finance room — a budget line, a procurement rule, a measurable outcome, and a grievance system in the woman's own language.