HumanityBond.com operates strictly as a private research node for the technical study, global ranking, and auditing of Proof of Personhood protocols, biometric decentralized identifiers (DIDs), and tokenized Universal Basic Income (UBI) frameworks. Under the Fair Use doctrine (17 U.S.C. § 107), this platform provides academic auditing and technical analysis. STRICT NON-AFFILIATION: We are not connected to, endorsed by, or operating on behalf of any commercial biometric networks, regulatory bodies, or software providers listed.