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Applied AI·June 20, 2026·1 min read

A look at "humanizer" and "autotyper" apps that help students evade AI-detection software by slowly auto-typing essays and making AI text sound less robotic (Dana Goldstein/New York Times)

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The existence of "humanizer" and "autotyper" tools is a reminder that AI-detection is already an adversarial space, not a compliance checkbox. If your policy relies on detectors rather than workflow design and incentives, assume motivated users will route around 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.