Plain terms.

Information, not advice. Everything on this site — field notes, briefings, method pages — is general information about validating AI output. It is not legal, compliance, accounting, or investment advice for your situation, and reading it creates no client or advisory relationship. Engagements begin with a signed agreement, not a page view.

Claims age, on purpose. Content here carries dates, sources, and — where it can go stale — review-by dates. A claim is made as of its date; check the date before relying on it. Superseded content is banner-marked, never silently edited.

Use of content. © Matt Rosfelder / walkingtodo.ai. Quote with attribution and a link; don't republish whole pieces without asking. Cited third-party figures belong to their sources.

No warranties. The site is provided as-is. We work hard to keep every claim sourced and dated, and the honest residual is this: errors are possible, which is rather the site's whole point. Found one? Tell matt@walkingtodo.ai — corrections get a dated note.

Stated as of June 10, 2026.