# Anti-Faker Checklist

- Does the output cite real source material?
- Are assumptions visible?
- Are constraints respected?
- Can the author explain the reasoning?
- Are uncertainty and missing data named?
- Has a human checked high-consequence claims?
- Is ownership explicit?
- Is the output actionable without pretending certainty?