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Applied AI·August 19, 2026·1 min read

A Turing Award winner says the industry’s fix for running out of data is ‘a big mistake’

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Richard Sutton calling the pivot to synthetic data “a big mistake” is a pointed reminder that scaling laws may hit a wall without real-world experience. If your roadmap leans heavily on synthetic training, treat it as a hypothesis — invest in instrumentation and feedback loops that capture genuine interaction data.

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.