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Essays from Hubify Labs

Research strategy, independent science, and the infrastructure behind the platform.

EssayMarch 202612 min read

The Window

Why This Moment in Independent Research Will Never Come Again

I ran an autoencoder on 17.65 million spectra from DESI DR1. It found 195,829 objects that don't match any known pattern. The total compute cost was about $200. Why hasn't anyone done this before? Five things had to be true simultaneously — and they only became true recently.

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