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Applied AI·August 24, 2026·1 min read

Sam Altman Admits It’s Going to Take a Long Time Before AI Goes Mainstream

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When the CEO of a leading lab says behavior change is harder than the tech, that’s a cue to stop assuming linear adoption curves. Enterprise buyers should budget more for change management, training, and workflow redesign than for the models themselves if they want real usage, not shelfware.

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'Same compute, fewer resources - More compute, same energy': AMD says it is on track to make AI four times more energy efficient

If two 2030 racks can replace 570 from 2024 using twenty times less power, the constraint on frontier-scale AI shifts from megawatts to who can refresh hardware fastest. Infra teams should not lock in long-term PPA and data center designs assuming today’s power density—plan for rapid efficiency gains and stranded-capex risk on older clusters.