Generative AI Fundamentals Map
Map/Algorithms and learning/Wave 3

Pretraining at scale

Large models trained on broad data, the base every other capability builds on.

capabilityBuilt today Open on the map →

Facts

Lane
Algorithms and learning
Wave
3 of 12 (build order, not a date)
Needs
6 boxes all the way back through hard links
Unlocks
100 boxes downstream through hard links
Leverage
None: already built
Cluster
Science and medicine

Evidence as of October 2026

Epoch AI finds training compute can keep growing through 2030, with power, chips, data and latency as the four limits.

  1. 01Epoch AI: Can AI scaling continue through 2030?

Around it

Needs · 3
Unlocks · 9

Loops and off-ramps