Auditing Anonymous AI Models: A Four-Stage Protocol for Black-Box Identity Verification
By Yisen Xi · Paper · cs.SE
The 2025--2026 AI market has seen a wave of stealth releases: frontier models launched anonymously on developer platforms under codenames. For their users, identity determines data-handling terms, supply-chain risk, and capability expectations. No validated methodology exists for