Society · Concept
Human control
AI should strengthen human judgment without displacing accountability and responsibility.
Forecast horizon
As agents act autonomously, 'meaningful human control' needs a precise, testable definition.
Connections
Connections · 3
How this node ties into the rest of the map, and the evidence behind each link.
from · constrained by 7/10
Decision support Human responsibility must stay visible in assisted decisions.
+2 growth from · supports 6/10
Alignment & oversight Alignment work underwrites meaningful human control.
+1 growth from · constrained by 6/10
AI in public services Front-line AI must keep a human answerable.
+2 growthSignal sources
Signal sources
Dated facts from primary sources in this direction.
AI in government Sep 2025
An OECD review of ~200 government AI use cases found 57% support automating or tailoring public services and 45% enhance decision-making — most still stuck in pilots.
OECD — Governing with AI → Labor signal Nov 2025
A Stanford payroll study found a 13% relative decline in employment for workers aged 22–25 in AI-exposed occupations since late 2022, while older peers held steady.
Stanford Digital Economy Lab → Information integrity Oct 2025
Microsoft reported AI-enhanced phishing reached a 54% click-through rate (4.5× traditional) and AI-generated fake IDs grew 195% globally in 2025.
Microsoft — Digital Defense Report 2025 →