The Department of Justice filed a motion to recuse Judge Eleanor Ross from a federal case involving Georgia's voting rolls, citing alleged bias based on her attendance at a Democratic primary victory party for a friend. The DOJ claims the social attendance demonstrates impartiality concerns, despite the defendant in the case being the Republican Georgia state government. Bloomberg Law reports that the motion challenges Ross's ability to fairly adjudicate the matter regarding the state's election administration.

Separately, federal judges face pressure to adopt new procedural rules requiring litigants to verify the accuracy of cases cited in legal briefs and filings, particularly those generated or compiled using artificial intelligence tools. The proposed rule targets the growing problem of AI-generated citations to non-existent or mischaracterized judicial decisions, a phenomenon that has surfaced repeatedly in recent litigation. Courts have already sanctioned multiple attorneys for submitting fabricated case citations produced by generative AI platforms.

The verification requirement essentially codifies a longstanding ethical obligation under existing professional responsibility rules. Federal Rules of Civil Procedure and Model Rules of Professional Conduct already demand accuracy in legal citations. However, the proliferation of AI-assisted legal research has created practical enforcement challenges, prompting courts to consider explicit rule amendments.

The recusal motion against Judge Ross reflects broader polarization around judicial impartiality standards. Defense arguments typically distinguish between bias requiring removal and judicial officers' legitimate participation in civic and social life. Courts apply a two-part test examining whether circumstances create an appearance of impartiality sufficient to raise reasonable doubts about fairness.

The AI citation issue presents a different procedural concern. Lawyers increasingly rely on large language models to draft briefs and cite precedent, but these systems hallucinate citations, invert holdings, and misattribute reasoning to cases. Mandatory verification procedures would place explicit burdens on counsel to confirm citations before submission, potentially reducing filing delays caused by courts discovering false authorities.