Shuffle again

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Hobbies

Making things, learning and having fun · 960 ideas

Turn my program synopsis into a 23-page master curriculum

Four days into a 30-day the AI trial, the writer gave the AI the synopsis of Creative Eye Forward, the community education initiative he is building through Creative Eye Studios to teach young people AI literacy, critical thinking and digital creativity. The AI produced a 23-page master curriculum, giving him substantial material to review and shape around the people he will actually teach.

The AI designed and ran a simulation that corrected the author's own claim

A statistician had argued that class balancing helps mini batch gradient descent. He had the AI Astra design and run a simulation to test the claim, and the results partly corrected him: oversampling sped convergence but hurt probability accuracy, while importance weighted oversampling kept most of the speed and the accuracy. The code was cross checked with AI, and he posted the corrected conclusion as an answer.

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Every idea is a real post from someone who tried it, summarized in our words, with a link to the original. App names are swapped for plain words.