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Applied AI·April 20, 2026·1 min read

The drama between a software engineering veteran and Google is heating up — and playing out in public

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Public debate over uneven AI use inside a major engineering org is a tell — AI adoption is now a cultural fault line, not just a tooling choice. If you're not measuring and actively managing AI usage variance across teams, you're going to get pockets of 10x productivity sitting next to teams still working like it's 2019.

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.