What Is Changing
AI can increasingly support routine knowledge work, making the ability to frame a problem, assess evidence, and take responsibility for a decision more important.
Why It Matters
Curricula built only around content coverage and job labels risk preparing graduates for work that is already being reshaped. The gap is architectural, not merely pedagogical.
The 6xD Reading
Through D5, learning environments must prepare people for the work they will perform with intelligent systems. Through D1, this determines how workforce capability enters the economy.
Leadership Takeaway
Audit one program against the decisions graduates will face. Identify where it teaches judgment under ambiguity and human-AI boundary navigation.
