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Beating Frontier Models on a Turkish Classification task for $30 of GPU + RL
Last weekend I got inspired and post-trained a small Turkish model for e-commerce attribute extraction. It beat Opus 4.7, GPT-5.5, and Gemini 3.1 Pro at 1,635× lower inference cost. Here’s what I lear...
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Data’s Best Decade is Ahead. Most Companies Are Looking at it Wrong.
When I was working on an inventory problem at Amazon, I kept noticing something that had nothing to do with the problem itself. Decisions that would take weeks at most companies were happening in hour...
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Does GPS Help AI See Better? Testing Location Encoders for Satellite Imagery
You’re looking at a satellite image. Green, trees, maybe a river. Forest? Farmland? Wetlands? Without knowing where this is, even a human would struggle. A pine forest in Sweden and a eucalyptus plant...
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