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Applied AI·August 24, 2026·1 min read

The AI race is moving fast. What does that mean for employees' summer vacation?

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If AI staff feel they can’t take PTO without losing ground, you’re not running a durable program—you’re burning your only non-commoditized asset. Leaders should treat rest policies in AI teams as risk management: chronic overwork degrades judgment on exactly the systems where you can’t afford sloppy calls.

Applied AI

'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.