The Infrastructure Thesis: What Sustains vs. Disrupts the Trajectory

“The race isn’t just about who has the best models anymore. It’s about who controls the computational substrate on which all models run.”

Strategic Horizon

  • Now → 18-24 Months: Structural dynamics stable
  • 2027+: Trajectory depends on which forces prove stronger
  • Beyond: Compounding or disruption?

What Sustains the Trajectory

  1. Demand Exceeds Supply: TSMC: demand 3-4x capacity through 2027, memory sold out through 2026-27, 7-year grid queues
  2. Efficiency Absorbed (Jevons Paradox): Historically, computing efficiency gains → more use cases, not less infrastructure. DeepSeek gains → 10x more deployments → Same GPU demand
  3. Geopolitical Competition Intensifies: US-China rivalry creates parallel buildout incentives. Neither side can afford to fall behind.
  4. Enterprise Adoption Reaching Scale: Hyperscaler bet: 2026-2027 production deployments. Inference demand could dwarf training demand.
  5. Capital Remains Available: Hyperscalers: multi-year spending without new capital. $1.15T committed 2025-2027 (Goldman Sachs)

What Could Disrupt

  1. Efficiency Revolution: DeepSeek-style 10x improvements change economics. GPT-4 results with fraction of compute.
  2. Alternative Computing Paradigms: Neuromorphic, optical, quantum breakthroughs. Bypass silicon GPU constraints entirely.
  3. Demand Disappointment: Enterprise ROI fails to materialize at scale. $25B services vs $371B infrastructure gap doesn’t close.
  4. Regulatory Intervention: Energy constraints, environmental concerns mounting. Carbon pricing, power allocation restrictions.
  5. Geopolitical Disruption: Taiwan risk (TSMC centrality) = existential supply risk. Conflict, natural disaster, political instability.

Accelerants

  • Breakthrough “killer app” for AI (browser moment)
  • Agentic AI deployment (continuous operation, persistent context)
  • Government-funded buildouts (UAE 5GW, Saudi Humain, Sovereign AI)

Wildcards

  • Financial stress / credit tightening / equity correction
  • Sovereign AI shifts (UAE, Saudi, EU) reshape global dynamics
  • Black swan: major cyber attack on semiconductor supply chain

This is part of a comprehensive analysis. Read the full analysis on The Business Engineer.

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