Ethics

No human claims without human review.

Human-subjects status is unresolved. No human baseline has been collected. No synthetic respondents are used.

No-Fake-Data Rules

No synthetic human respondents.
No invented citations, model versions, prompt templates, or hidden exclusions.
No claim of political bias unless the paper defines bias and validates the measure.