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All claims

As AI inference commoditises and platform-layer margins compress, value migrates to the physical-input layer — energy, materials, grid — where picks-and-shovels suppliers earn the revenue the software layer fails to translate. Load-bearing signal: PJM cleared at the FERC cap ($329.17/MW-day) for two consecutive years (~11x the 2024 clearing); DeepSeek's sub-$6M training is the commoditisation trigger.

Energyhigh confidencestructural

as of July 31, 2026

What would prove us wrong

PJM constraint resolves
Trigger: < $100/MW-day in either of the next two auctions
Platform layer earns its capex
Trigger: > 300bps expansion YoY for 2 consecutive years

Posture implications

  • accumulateAlcoa (AA)
  • accumulatecopper (COPX)
  • accumulateuranium (CCJ)
  • accumulategrid equipment (GRID)
  • accumulatemidstream (ET
  • accumulateWMB)
  • avoidMag 7 at current multiples
  • avoidundisciplined oil & gas E&P