Spot on about the shift from task execution to systems thinking. The real opporunity isnt just in learning governance tools but in becoming fluent in translating messy business risk into testable data quality frameworks. Most folks I see still treat AI ops like a DevOps checklist when its actually more about understanding failure modes and human oversight design.