Intelligence Weekly

Latest edition · September 29, 2026

Transformational Innovation Opportunities (TRIO) en 1666948

The semiconductor compute deficit remains as acute as in late 2022 because exponential AI model improvements and token deflation continue to stimulate massive demand. Physical limitations in wafer fabrication, power, and equipment deployment will keep infrastructure supply tight for several years, supporting high returns across enabling-layer hardware.

Despite aggressive capital expenditure from hyperscalers since the debut of ChatGPT 3.5, the compute deficit persists due to exponential advances in AI model intelligence and token-price deflation triggering Jevons paradox. While AI token demand continues to expand into agentic workflows and enterprise software, compute supply remains constrained by the 1,000-step semiconductor supply chain, extreme lithography equipment lead times, power availability, and capital constraints. UBS recommends sustaining exposure to the AI enabling layer via a barbell strategy pairing semiconductor and hardware suppliers with defensive technology and Magnificent 7 platforms.

Key takeaways from the latest edition

• 1.The AI semiconductor compute deficit remains as tight today as during ChatGPT 3.5's release in November 2022 due to rapid model progress and token demand outpacing supply additions.
• 2.Jevons paradox is actively driving structural AI growth, as declining per-token costs trigger disproportionate token consumption increases across agentic and open-source workloads.
• 3.Three primary bottlenecks restrict the AI infrastructure buildout—wafers, wattage, and capital—compounded by a multi-year lead time required for semiconductor equipment and fab capacity additions.

What this series covers

• Our view
• AI selection list
• Managing the most complex supply chain in the world
• Nobody believed Sam Altman, and nobody moves as fast as Jensen Huang
• One of the first steps in a long complex process
• Front-end semiconductor manufacturers

Edition archive

• Transformational Innovation Opportunities (TRIO) en 1666948

  September 29, 2026

• Transformational Innovation Opportunities (TRIO) en 1665884

  September 24, 2026

• Transformational Innovation Opportunities (TRIO) en 1665064

  September 22, 2026

• Transformational Innovation Opportunities (TRIO) en 1665883

  September 9, 2026

• Transformational Innovation Opportunities (TRIO) en 1664424 2

  September 1, 2026

• Transformational Innovation Opportunities (TRIO) en 1665063

  August 27, 2026