Joint Lyapunov Certificates for K-Agent Generative AI Governance: Stochastic Stability, Emergent Ensemble Risk, and Zero-Knowledge Governance Attestation arxiv.org
Joint Lyapunov certificates for multi-agent AI, plus SNARK attestation over live weights, to catch ensemble drift.