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Applied AI·June 20, 2026·1 min read

Microsoft CSO acknowledges that humans are struggling to keep up with AI advancement, reckons we've got a 'narrowing window to understand AI' before it's, well, too late

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When a major vendor’s CSO says oversight is lagging capability, that’s a cue for operators to stop treating AI governance as a compliance afterthought. Stand up a cross-functional review loop now—model behavior, data flows, and escalation paths—before your own deployment pace outruns your ability to understand it.

Applied AI

Chinese scientists ran an AI program on a virtual light-based computer system inside its real 'digital twin' PC — you can't get more meta than that (thanks Inception)

Digital twins for optical compute mean you can design, train, and debug against a simulated photonic stack before you ever touch hardware — that compresses iteration cycles and de-risks exotic accelerators. If you're betting on non-CMOS compute, start asking vendors for their simulation and tooling story, not just TOPS and watts.