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Pratheep Nair's avatar

This is great — clear, practical, and very actionable.

I’m not in education, but these principles feel broadly applicable across other domains as well. The idea of using AI to reframe, scaffold, and personalize learning translates well into enterprise settings.

I’m curious — do you have any validation frameworks in place? For example, when AI rewrites or reframes content, how do you evaluate accuracy, fidelity to the original intent, or unintended distortions?

In professional environments, especially, the validation layer becomes as important as the generation layer.

Would love to hear how you’re thinking about that.

Caitlin Worton-Scott's avatar

This is great! I’m really interested in the Q&A chatbot for assessments - that could be really useful for my students (and me), definitely something I’ll think about doing. Thanks for sharing your ideas!

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