Between Principle and Practice: Turning AI Ethics Frameworks Into Working Controls
Ethical principles only matter once they become measurable criteria and technical safeguards, turning fairness and transparency into controls engineers can ship. The distance between a published framework and a working control is where most AI ethics programmes quietly stall, and closing it is engineering work.