Governance · Concept
Joint Lyapunov Certificates for K-Agent Generative AI Governance
Stochastic stability framework proving per-agent MRM bounds can miss ensemble drift, with ZK SNARK attestation targets.
Forecast horizon
Could become a formal attestation primitive for multi-model MRM ongoing monitoring.
Connections
Connections · 2
How this node ties into the rest of the map, and the evidence behind each link.
to · enables 4/10
Zero-Knowledge Proof Verification of AI Training Compute Joint Lyapunov work targets per-epoch SNARK attestation of ensemble stability without revealing proprietary weights.
+4 growth to · constrains 3/10
Risks of Mass AI Agent Interactions Framework proves per-agent stability certificates can miss emergent ensemble drift above a critical coupling threshold.
+3 growthSignal sources
Signal sources
Dated facts from primary sources in this direction.
EU AI Act timeline Aug 2025
EU AI Act obligations for general-purpose AI models applied from 2 Aug 2025; high-risk obligations under Annex III apply from 2 Aug 2026.
EU AI Act — implementation tracker → First binding treaty May 2026
The Council of Europe Framework Convention on AI — the first legally binding international AI treaty — opened for signature in Sep 2024; the EU ratified it on 15 May 2026.
Council of Europe → UN scientific panel Aug 2025
On 26 Aug 2025 the UN General Assembly created an Independent International Scientific Panel on AI (40 experts) and a Global Dialogue on AI Governance.
United Nations →