Measure the claim, not the story.

A system that generates both the change and the explanation can produce a persuasive narrative for a result that does not replicate. Evidence has to come from measurements tied to the conditions that produced them.

CLIO Researcher runs a loop that proposes a change to systems code or configuration, measures candidate against baseline in alternating trials, applies confidence and holdout checks, and stages only supported improvements for human review. CLIO Bench records runs and streams them to a dashboard without issuing its own verdicts.