Society · Trend
Generative AI Erosion of Human Temporal Learning
Research on LLM-based urban simulators reveals that generative agents fail to reproduce realistic human mobility patterns, raising questions about AI's role in social simulation.
Forecast horizon
Long-run adaptive rigidity and exploration-collapse dynamics may emerge in AI-assisted knowledge work environments.
Connections
Connections · 2
How this node ties into the rest of the map, and the evidence behind each link.
to · drives 4/10
AI Agents Reshaping Knowledge Work As AI agents automate knowledge work execution, the economic pressure against human temporal learning intensifies.
+4 growth from · informs 4/10
Flood of AI-Generated Legal Filings in Courts AI-generated legal filings illustrate the value collapse dynamic where AI outputs substitute for human expertise in professional domains.
+4 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 →