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Applied AI·August 19, 2026·1 min read

Nvidia Tries to Spur the AI Boom Into the Future

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Nvidia working to extend AI demand into a world where chips are plentiful is a shift from scarcity pricing to usage stimulation. If you’re building on their stack, expect more aggressive incentives to move workloads onto GPUs — and plan for eventual margin compression as supply catches up.

Applied AI

‘Not every student has someone at home who can help when they get stuck’ — ChatGPT’s smartest new feature for teenagers is refusing to give them what they ask for

Guardrailed ChatGPT for Teens that refuses to just do homework is a template for “structured help” assistants in regulated or sensitive domains. If you’re building AI for education, health, or finance, expect demand — and eventually regulation — for systems that scaffold, not substitute, human judgment.