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Build something small and useful

Could learning start with a problem I noticed?

Belsky discusses learning through making solutions to concrete problems.

Leah Belsky · WorkLife / TEDInterview: Source review: 2026-10-03

WorkLife / TED · Audio

Leah Belsky

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The audio publisher lists September 14; TED’s transcript and the host’s article are dated September 29. We sort by the earlier release date.

Source, interpretation and uncertainty

What does this actually establish?

Source statusSource locator: TED / WorkLife transcript: building solutions to observed problems · Not an independently verified outcome
Speaker contextOpenAI education leader · discussing AI and learning
What remains openAnecdotes of building things are not evidence that every learner benefits equally.

AGI editorial interpretation

Two ways this could unfold

A useful project may sustain motivation. A finished artifact alone may hide gaps in understanding.

These are conditional scenarios, not the speaker’s words or a probability estimate.

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Task
Review a homework mistake
First step
Work together on one already marked homework mistake to make a corrected solution with reasoning. Let the learner explain the reasoning without AI before checking it together.
Change course if
The learner can repeat an answer but not explain it
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In 1 week

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