From the hub

Ideas for learning with AI.

Jul 9, 2026

How to Create Useful AI Personas Without Misleading Users About Capability

Well-designed AI personas can make assistants easier to use, but only if they clearly separate style from capability. Learn practical ways to set expectations, add guardrails, and keep trust intact.

Jul 2, 2026

Deterministic Links vs Model-Generated Links in AI Apps

Learn when AI apps should use deterministic links and when model-generated links make sense, plus how to design safer navigation, better UX, and fewer broken paths.

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