Gergely Orosz: 3 AI Models Confidently Gave Wrong Legal Advice, the Lawyer Was Right

teropa · x · 2026-10-19

Gergely Orosz described an observation that messes with his mind: in areas where he's an expert (e.g., coding on projects he knows well), he immediately spots AI errors and hallucinations; but in unfamiliar domains he tends to trust the model — and later finds it did stupid things.

His concrete case: he asked 3 different AI models for feedback on a legal matter, and all three confidently said X. His (slower) paid lawyer said Y — and the lawyer was right. Quoting vladmihalcea: Claude Opus 5.5 often matches how he'd implement code himself, but occasionally makes terrible design decisions that would fail in production — a reminder that software engineering will remain valuable for years.

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