Evaluating Clef: open source decision models checklist

A look at Parsimony, a benchmark that ranks AI coding models by how little code they add per fix, what it counts, and the limits its author documents.

What BetterWispr does between key-down and paste: model choices, cleanup levels, per-app tones, history, and the places where it will not help you.

Roy's essay says the AI executives tell two incompatible stories. Here is which claims are checkable, which are rhetoric, and what a build team should ask vendors.