Generative AI Fundamentals Map
Map/Trust and governance/Wave 10

Human influence preserved

People keep real leverage over economies and institutions as their labour matters less.

capabilitySpeculative Open on the map →

Facts

Lane
Trust and governance
Wave
10 of 12 (build order, not a date)
Needs
0 boxes all the way back through hard links
Unlocks
3 boxes downstream through hard links
Leverage
0.2 points · stands in the way of 3 of 53 stages · rank 35 of 57
Cluster
Trust plumbing and the agent economy

Evidence as of October 2026

Kulveit et al. argue that incremental AI progress could erode people’s influence over the economy, culture and states, weakening both explicit controls such as voting and the implicit ones that come from systems relying on human participation.

  1. 01Gradual Disempowerment (Kulveit et al.)

Detail boxes 1

AI wealth redistribution capability · Speculative · helps, not required

Sharing AI’s gains with the public through funds or dividends.

Senator Sanders’ proposed AI Sovereign Wealth Fund Act would take a 50% stake and pay about $1,000 a person. OpenAI and Amodei have put forward similar schemes.

  1. 01Roll Call: Sanders unveils an AI sovereign wealth fund tax

Around it

Needs · 1
Unlocks · 2

Brakes

Works against this box

Loops and off-ramps

Openings researchers' judgement, October 2026 scouting

Startup room 46/100 · rank 42 of 124 Research room 69/100 · rank 7 of 124
Crowding1.5 Lab overlap1.5 Small-team fit3 Buyer today1 Research openness5
Depth
light
Players
Kulveit, Duvenaud et al. (Gradual Disempowerment); AIGL
Wedge
Measurable indicators of human influence over the economy, the state and culture. research
  1. 01arXiv 2501.16946: Gradual Disempowerment