Generative AI has deemed conventional “ethical Management” out of date. This special presentation, where concept and observe converge, reveals an modern Management design for reliable AI deployment by implementation science and bespoke values-pushed leadership, wrapped in humility.Drawing on concrete examples from Architecture Engineering and B