Explore the patterns behind legal AI risk.
Start with the problem you are trying to understand. Each topic opens a reproducible corpus view with source links, court context, and operational controls.
Fabricated authorities
Nonexistent cases, incorrect citations, and authorities the court could not locate.
Fabricated or altered quotations
Quoted language that does not appear in the cited source or changes its meaning.
Misrepresented authority
Real authority used for a proposition, jurisdiction, or procedural rule it does not support.
Bar and professional consequences
Referrals, discipline, disqualification, and other professional-risk outcomes.
Move from precedent to prevention.
Use the public record to build a filing gate, citation-verification record, or policy review without treating incident counts as usage-adjusted failure rates.
Available failure-mode filters: 3. Labels may overlap because one public matter can contain several distinct signals.