Crosby scales legal AI judgment on 1.5 years of attorney edits: labels beat architecture

graceisford · x · 2026-10-22

Crosby's new article 'Scaling Legal Judgment' details their legal verifier built on 1.5 years of attorney edit/accept decisions. Key lessons: expert attorney disagreement is signal not noise (three lawyers often give three different verdicts on the same redline), clean labels and right context beat architecture tweaks, and a flywheel is forming with accuracy rising as data doubles.

Related event: Crosby Trains Legal AI Verifier to Predict Lawyer Acceptance(3 posts)→

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