Most organizations treat AI adoption as a training problem, but the real challenge is design. Drawing on research from Gartner and Anthropic, this article explores why traditional upskilling fails, how experience gaps are widening, and why collaboration is the missing layer in AI success. Learn how leading teams are shifting from one-time training to continuous, practice-based learning and redesigning workflows to integrate AI as a true collaborator. Discover what it takes to build alignment, trust, and lasting impact in the age of AI.