Writing

Notes, write-ups, and the occasional multi-part series. Some pieces stand alone; others are meant to be read in order.

Earning Trust in Data

how i get from 'data is hostile until proven otherwise' to actually using it.

The Model Doesn't Get to Decide

Jul 5, 2026 · 4-part series

This is one argument in four parts, built to be read in order, though each part stands on its own. The running question, every part, is the same: on this axis, does the model get to be the auditor, or the judge? The diagram at the foot of each part grows by one box, because the shape earns itself as you go.

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