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2026
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Predict the Score Before You Submit
Machine LearningNeuroGolf 2026 scored you on how small your neural networks were, and the grader was a black box that changed under me overnight. The fix was to stop treating each submission as an attempt and start treating it as a measurement.
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Two Submissions, Two Failure Modes
Machine LearningHow a silver medal at BirdCLEF+ 2026 was decided not by the last score I pushed, but by which two submissions I kept — and why the pair had to be able to fail in different ways.
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