Methodology on Local First AIhttps://localfirstai.eu/tags/methodology/Recent content in Methodology on Local First AIHugoen-usWed, 24 Jun 2026 00:00:00 +0000We Reviewed Our Own Legal Brief with an Adversarial AI Panel. Zero of Seven Claims Survived Unchanged.https://localfirstai.eu/posts/2026-06-24-adversarial-legal-panel/Wed, 24 Jun 2026 00:00:00 +0000https://localfirstai.eu/posts/2026-06-24-adversarial-legal-panel/A single AI model drafting a legal brief produces confident prose. Three AI models with conflicting mandates produce a brief that survives scrutiny. Here's the methodology and what the panel found.