Validity is public evidence, not hidden caveat text.

Question-axis fit requires human expert coding before final paper claims.

The current release validates structured answers but does not yet prove open-ended political reasoning.

Axis behavior is shown with reliability metrics, but factor evidence is not yet final.

External anchors have not been collected, so results are not externally validated.

The site blocks claims about model belief, provider intent, or real-world political impact.