Managers do not need to become data scientists, machine learning engineers, or AI product specialists. Some may, but that will not be the primary expectation for most. The more important shift is this: managers will need to help people use AI wisely, responsibly, and productively in the actual flow of work.

Change is relentless, information is distributed, and innovation often emerges from unexpected places. In this world, leaders who rely solely on control quickly find its limits. Teams disengage when their voices are stifled, blind spots persist when only one perspective is considered, and creativity stalls when conformity is the expectation.

Change is relentless, information is distributed, and innovation often emerges from unexpected places. In this world, leaders who rely solely on control quickly find its limits. Teams disengage when their voices are stifled, blind spots persist when only one perspective is considered, and creativity stalls when conformity is the expectation.