Governance · Concept
White-Box Evidence Packages for LLM Policy Audit Reports
Controlled AGORA evaluation shows internal model evidence changes citation style but does not alone validate LLM audit reports.
Forecast horizon
Auditable oversight will need evidence interfaces that improve validity, not just citation volume.
Connections
Connections · 2
How this node ties into the rest of the map, and the evidence behind each link.
to · informs 3/10
Auditable Trustworthiness Levels for AI Lifecycle Governance Both works target auditable AI governance artifacts rather than benchmark scores alone.
+3 growth to · supports 3/10
Auditable Trustworthiness Levels for AI Lifecycle Governance Both lines push AI governance from scores toward auditable, evidence-grounded lifecycle judgments.
+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 →