Legal-tech panel lays out practical testing methods for AI used in legal help Panelists from Suffolk, Stanford and People's Law School described case studies (Fetch classifier, Beagle Plus), recommended simple safety/value rubrics, hybrid LLM-as-judge workflows, monitoring strategies and precautions against test-dataset contamination.

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