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Neutral answers on registry hygiene, signed device evidence, and why outsiders need a reproducible second read — not token hype or investment advice.

AI assistant for education — not legal or financial advice. Methodology is public: sample reads, bureau, API. For partnership inquiries: eric@outfromnothingllc.com.