Governance · Concept
Bayesian Governance Policy for Adaptive AI Delegation
POMDP-based framework using Bayesian inference to dynamically allocate decision authority to AI recommendations under uncertainty.
Forecast horizon
Quantitative governance policy frameworks may complement qualitative AI governance standards.
Connections
Connections · 6
How this node ties into the rest of the map, and the evidence behind each link.
to · supports 4/10
NIST AI Risk Management Framework (AI RMF) The Bayesian governance POMDP framework provides quantitative guidance for dynamic AI delegation that complements the NIST AI RMF's oversight principles.
+4 growth to · informs 4/10
NIST AI Risk Management Framework (AI RMF) Bayesian governance policy for AI delegation provides quantitative guidance that existing frameworks like NIST AI RMF lack.
+4 growth to · references 3/10
NIST AI Risk Management Framework (AI RMF) The Bayesian governance policy paper notes that existing AI governance frameworks including NIST RMF lack quantitative guidance for dynamic authority allocation.
+3 growth to · applies to 3/10
AI Agents Reshaping Knowledge Work Bayesian governance POMDP framework applies to organizations delegating decision authority to AI agents in knowledge work settings.
+3 growth to · frames 3/10
AI Agents Reshaping Knowledge Work The Bayesian governance POMDP framework addresses how organizations should allocate decision authority to AI agents in high-consequence knowledge work settings.
+3 growth to · supports 2/10
Strategic Red Teaming as Board-Level AI Governance Instrument Both frameworks address dynamic allocation of AI authority and governance under uncertainty at the organizational level.
+2 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 →