Generative AI Fundamentals Map
Map/Models and thresholds/Wave 10

Superintelligence

Systems far beyond the best people across most cognitive work.

stageSpeculative Open on the map →

Facts

Lane
Models and thresholds
Wave
10 of 12 (build order, not a date)
Needs
25 boxes all the way back through hard links
Unlocks
0 boxes downstream through hard links
Leverage
None
Cluster
Oversight and alignment
When
Researcher estimate: 2031 to 2045

Evidence as of October 2026

Forethought argues that once AI automates AI research, software progress alone could accelerate if returns to research exceed 1, with compute for experiments as the main brake.

  1. 01Forethought: Will AI R&D automation cause a software intelligence explosion?
  2. 02AI 2027 takeoff forecast

Watch
Returns to software research (Forethought estimate: 0.5 to 2). Above 1 means acceleration.

Timeline note
My estimate: some years after AGI, sooner if research automation compounds as Forethought describes.

  1. 01Forethought: Will AI R&D automation cause a software intelligence explosion?

Around it

Needs · 6
Unlocks · 0

Nothing further on the map.

Loops and off-ramps

Openings researchers' judgement, October 2026 scouting

Startup room 22/100 · rank 124 of 124 Research room 44/100 · rank 85 of 124
Crowding4 Lab overlap5 Small-team fit1 Buyer today1 Research openness4
Depth
light
Players
SSI ($2bn at $32bn); Meta Superintelligence Labs; Recursive
Wedge
No small-team wedge; alignment and control questions sit in alignment and oversight. none
  1. 01Maginative: SSI $2bn