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A core safety substrate for human-centered AI systems: privacy-preserving behavioral risk signaling without persistent identity

Crossref DOI link: https://doi.org/10.1007/s43681-026-01098-z

Published Online: 2026-04-08

Published Print: 2026-04

Update policy: https://doi.org/10.1007/springer_crossmark_policy

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