Generative AI Fundamentals Map
Map/Trust and governance/Wave 12

Choosing the objective

Every search process needs a fitness function. The question becomes who chooses it, and how that stays legitimate.

stageSpeculative Open on the map →

Facts

Lane
Trust and governance
Wave
12 of 12 (build order, not a date)
Needs
28 boxes all the way back through hard links
Unlocks
0 boxes downstream through hard links
Leverage
None
Cluster
Trust plumbing and the agent economy
When
Sourced forecast: 2045

Evidence as of October 2026

Gradual Disempowerment frames the end-state risk as people losing influence over the economy, culture and states as AI replaces their labour and thinking.

  1. 01Gradual Disempowerment (Kulveit et al.)

Timeline note
No forecast found.

Around it

Needs · 6
Unlocks · 0

Nothing further on the map.

Loops and off-ramps

Openings researchers' judgement, October 2026 scouting

Startup room 38/100 · rank 75 of 124 Research room 61/100 · rank 30 of 124
Crowding2 Lab overlap3 Small-team fit3 Buyer today1.5 Research openness5
Depth
light
Players
Meaning Alignment Institute; lab model specs and constitutions
Wedge
Legitimate, scalable aggregation of public values into model specs. research
  1. 01Long-term wiki: MAI grant