Generative AI Fundamentals Map
Map/Compute hardware/Wave 2

Compute supply

Who owns and supplies the substrate everything runs on.

capabilityBuilt today Built but scarce · 5 of 5 Open on the map →

Facts

Lane
Compute hardware
Wave
2 of 12 (build order, not a date)
Needs
4 boxes all the way back through hard links
Unlocks
107 boxes downstream through hard links
Leverage
None: already built
Cluster
Oversight and alignment

Evidence as of October 2026

Epoch AI expects power to be the first constraint to bind on scaling, followed by chip packaging and memory.

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

Detail boxes 4

Custom AI accelerators capability · Built today · helps, not required

Chips designed by the cloud companies themselves, such as Google’s TPUs and Amazon’s Trainium.

Anthropic has access to up to a million Google TPUs, and AWS’s Project Rainier runs about 500,000 Trainium2 chips. Labs now assemble diversified compute portfolios.

  1. 01Data Center Frontier: inside Anthropic’s multi-cloud AI factory
  2. 02State of AI 2026: compute
Inference-specialised chips capability · Emerging · helps, not required

Chips built to serve models fast and cheaply rather than to train them.

Nvidia paid $20bn to license Groq’s technology and hire most of its team.

  1. 01Fortune: the Nvidia–Groq deal
Neocloud compute providers capability · Built today · helps, not required

Specialist clouds such as CoreWeave and Nebius that rent GPUs to labs, often financed with debt.

CoreWeave has 1.5 GW active and 4.2 GW contracted. Its second-quarter filing showed $35.6bn of debt against $5.5bn of cash, and on 16 October 2026 its shares and Nebius’s each fell about 12%.

  1. 01State of AI 2026: compute
  2. 02TIKR: Nebius fell 12% as CoreWeave’s debt scare spread
Indium phosphide lasers for optics capability · Built today · part of the parent

The indium phosphide lasers and photonic chips inside the 800G and 1.6T optical transceivers that wire GPU clusters together.

Nvidia committed $2B to each of two InP suppliers in March 2026; China produces about 70% of refined indium, and the shortfall is expected to persist beyond 2027 (TrendForce, 6 Aug 2026).

  1. 01InP shortage emerges as AI optical interconnect bottleneck (TrendForce, Aug 2026)

Around it

Needs · 4
Unlocks · 11

Brakes

Works against this box

Loops and off-ramps