Part 12/13:
Embed Empathy and Collaboration: Design AI interfaces that acknowledge uncertainties and support human judgment, making users feel supported rather than replaced.
Catalyze Change with a Flywheel: Define compelling adoption visions, generate early wins, leverage champions, and tailor cultural approaches to local nuances to sustain momentum.
Design for the Human, Not Just the Machine: Recognize that bias isn't merely a math problem—it's about representation; transparency isn't just dashboards—it's interpretability; and traceability isn't logs—it's accountability.