Shuffle again

A random mix from the whole library. Shuffle for a new set.

Hobbies

Making things, learning and having fun · 960 ideas

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.

HobbiesWent wrong

Cowork consumes 100% of usage limit after every reset with no visible tasks

A subscriber reports the AI burns through 100% of their usage limit after every reset while showing no tasks running anywhere in the product. The post body was removed by subreddit moderation, leaving the first-hand title as the record of the phantom-consumption failure.

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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.