Trust Layer for AI-Generated Office Files (Second AI Attack)

Nate B Jones's 4-stage trust-layer workflow for AI-generated office files: a hostile-reviewer prompt plus two-model QC (Codex ⇄ Opus 4.7) producing one verified output — the 'second AI attack' that catches what a single generation pass misses.

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Nate B Jones · 2026-05-31 · Watch on YouTube