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Research-backed AI humanizer for Claude. Built on SlopShape (arXiv:2609.15369), which found AI text is caught by its structure, not its words. Longtail samples structure from real human writing and checks drafts against trained detectors. Held-out test: 0/11 flagged vs 11/11 without it.

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