Bill Gates calls for creating “human reserved” jobs in certain sectors to reduce the risk that AI replaces human work. In a long-form essay, he warns that the arrival of AI is likely to bring major disruption, describing it as ushering in “one of the most turbulent times in human history.”

Across outlets, Gates argues that some roles should be deliberately protected from full automation, comparing the approach to the idea of setting aside protected areas in nature to preserve ecosystems. He also says governments are not ready for AI’s broader economic and social impact and that a coordinated public response is needed to manage the transition.

The coverage centers on Gates’ proposed framing—reserving specific kinds of work for humans—and his call for government preparedness. While outlets differ slightly in emphasis, all describe the same 6,000-word essay and its warning that AI upheaval requires planning at both workplace and policy levels.