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Applied AI·April 21, 2026·1 min read

How to Ground a Korean AI Agent in Real Demographics with Synthetic Personas

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Grounding Korean AI agents in synthetic personas tied to real demographics is a template for localized, behaviorally tuned agents without touching sensitive PII. If you're deploying agents in any non-US market, your edge won't be the base model — it'll be how fast you can stand up credible, compliant persona layers like this.

Applied AI

Q&A with Canva CEO Melanie Perkins on the company's growth in enterprise, competing with AI labs, token pricing, investing in its own models, and more (Nilay Patel/The Verge)

Canva treating token pricing and its own models as core strategy says the 'AI feature' phase is over — design platforms are now de facto model platforms with UX on top. If you're an application layer company, you either own your economics on tokens or you become a thin skin over someone else’s margin structure.