4 sources healthy · latest episode 9 Nov 2026
descriptive claim

Simple methods can often estimate the number of clusters in a dataset, but researchers cannot obtain deep knowledge of real-world data structure.

Alexander Mattick · Why Scaling Prediction Cannot Create Intelligence - Alexander Mattick · 21 Sep 2026

In their words

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“And in practice we will never have that information for our real data. In practice we just have, maybe we have a clue, right, I think we can oftentimes kind of estimate, for instance, we can often estimate how many clusters there could be in our data with r relatively simple uh methods. But we can't really have very deep information into our structures because ultimately it's the the real world and we still approximately everything as theoretical cows.”
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