X @Polyhedra

zkML (Zero-Knowledge Machine Learning) Benefits - Cryptographic proofs ensure model behavior aligns with declared safety rules, enhancing transparency and accountability [1] - Eliminates black-box trust by providing transparency without exposing sensitive data or inner logic [1] - Enables auditing of updates to confirm deployed version matches promised specifications [1] Polyhedra's Role - Integrates with zkML to provide cryptographic proofs [1] - Facilitates transparency without data exposure [1] - Supports verifiable model updates [1]