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The Goblin in the Machine: What OpenAI’s “No-Pigeon Rule” Teaches Lawyers About AI Hallucinations

OpenAI’s “goblin incident” exposes how training incentives can produce persistent, unintended AI behavior across LLMs. The same root causes drive hallucination, and legal professionals need concrete verification steps before relying on AI output in legal...

From Competence to Judgment: How AI Compresses Litigation Work and Why That Makes Judgment More Important

As artificial intelligence transforms litigation workflows, the core professional challenge is shifting from competence to judgment. This article explores how AI compresses legal work, accelerates early case assessment, and heightens the importance of human oversight,...