Skip to content
All writing

Notes on evaluation.

Ideas and decisions from the things I’m building.

8 min read
Building Helmsman

Score once, experiment many times

A synthetic identity record traced through the real score store: which change needs new model work, which only reruns deterministic math, and why replaying stored scores does not recover the past.

8 min read
Building Helmsman

Turning a chart argument into a testable definition

One vague chart claim turned into three versioned definitions and replayed on synthetic data through Structure Lab's real detector and registry. The replay shows what a new version does to earlier annotations and evidence.