0
Applied AI·August 24, 2026·1 min read

The biggest question about AI is what humans will do next

Share

The real constraint on AI impact is not model capability but how quickly organizations can rewire roles, incentives, and processes around it. Treat AI adoption less like a tooling upgrade and more like a multi-year recovery plan with setbacks baked in, or you’ll overestimate progress and underinvest in change management.

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.