Artificial Intelligence: Why the Label Needs a Spec

What nanoMuse's README says about its relay, self-hosting paths, GPL base and privacy boundary, and which questions it leaves unanswered before you give an agent access to your devices.

A practical checklist for judging an open model release and its fine-tuning platform before it reaches production, from license clauses to baselines.

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.