Governance · Concept
zk-SNARK Adversarial Probes for Privacy-Preserving LLM Verification
Privacy-preserving audit framework using adversarial-style probes and zk-SNARKs to detect post-deployment logit drift without revealing weights.
Forecast horizon
Could become a standard attestation primitive when regulators demand model-integrity proofs.
Connections
Connections · 2
How this node ties into the rest of the map, and the evidence behind each link.
to · enables 3/10
Explicit Assessable Understanding in Frontier AI Safety Decisions Privacy-preserving post-deployment drift probes supply evidence needed for assessable safety decisions on proprietary models.
+3 growth to · supports 3/10
Zero-Knowledge Proof Verification of AI Training Compute Adversarial-probe zk-SNARK audits extend zero-knowledge verification from training claims to post-deployment model drift.
+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 →