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A truth filter for AI output. An experiment: I pointed property-based testing (Hegel / Hypothesis lineage) at a specification instead of code. Ran an AI-generated 36 KB research synthesis through the harness — 27 of 28 claims held, 1 was falsified and re-encoded to pass, 6 small structural ingredients surfaced. One case write-up.