Generative AI Fundamentals Map
Map/Compute hardware/Wave 1

Chip and memory supply

Enough advanced chips, packaging and high-bandwidth memory.

capabilityBuilt today Built but scarce · 4 of 5 Open on the map →

Facts

Lane
Compute hardware
Wave
1 of 12 (build order, not a date)
Needs
0 boxes all the way back through hard links
Unlocks
112 boxes downstream through hard links
Leverage
None: already built
Cluster
Compute governance and geopolitics

Evidence as of October 2026

Epoch AI names chip packaging and high-bandwidth memory as the next limit after power. The IEA notes China refines about 99% of the gallium used in advanced chips.

  1. 01Epoch AI: Can AI scaling continue through 2030?
  2. 02IEA: Energy and AI, executive summary

Detail boxes 4

Advanced chip packaging capability · Built today · part of the parent

Joining chips and memory into one package (TSMC’s CoWoS), the step that limits accelerator output.

TrendForce reports the CoWoS supply–demand gap at about 20%, narrowing to about 10% by the end of 2026. AI 2027’s compute forecast names packaging and memory as the binding limits.

  1. 01TrendForce: CoWoS supply gap seen narrowing from 20% to 10%
  2. 02AI 2027 compute forecast
EUV lithography capacity capability · Built today · part of the parent

The extreme-ultraviolet machines, made only by ASML, that print leading-edge chips.

ASML expects about 65 Low-NA EUV shipments in 2026 and about 30% more EUV capacity in 2027, with 2027 orders nearly covered.

  1. 01Nasdaq: ASML Q2 earnings call highlights
Automated chip design capability · Emerging · helps, not required

AI agents designing and checking chips: AI starting to build its own substrate.

Cadence claims its ChipStack agent validates chip designs more than 40 times faster, with early access in the second half of 2026. These are vendor figures.

  1. 01I-Connect007: Cadence’s autonomous chip-design agent (vendor claim)
Low-CTE glass cloth for chip substrates capability · Built today · part of the parent

The special glass-fibre cloth (T-glass) woven into advanced IC substrates and high-end boards, made mostly by one Japanese firm.

Nittobo holds about 90% of T-glass supply and its new capacity is not expected before mid-2027, so the shortage 'cannot be resolved in the short term' (TrendForce, 30 Apr 2026).

  1. 01Glass fiber cloth shortage (TrendForce, Apr 2026)
  2. 02AI competition turns into a supply chain arms race (I-Connect007/TrendForce)

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