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Applied AI·August 19, 2026·1 min read

AI needs rules and rails: Why governance must move beyond policy

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AI governance is shifting from PDF policies to embedded controls — approvals, logging, and guardrails wired into workflows. This week, pick one high-risk use case and move at least one rule from a slide deck into code or configuration.

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.