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Goldman Sachs’ 1 Delta desk says AI’s biggest risk is the reflexive loop

  • AI is no longer one trade. The market is increasingly separating the companies writing the infrastructure cheques from those cashing them.
  • Memory shortages and HBM scarcity are transferring margins from device makers and hyperscalers toward semiconductor and hardware suppliers.
  • Goldman Sachs’ 1 Delta desk argues the real risk is reflexivity: sustained hyperscaler underperformance could eventually make boards reconsider the capex arms race.
  • Open-weight models complicate the equation further by making it easier for enterprises to move simpler workloads away from expensive frontier-cloud ecosystems.

AI’s biggest risk is the reflexive loop

The AI trade is beginning to look less like a gold rush and more like a toll road.

For the past two years, investors could buy the broad theme and let the index do the sorting. Hyperscalers spent aggressively, semiconductor suppliers filled the order books, memory makers tightened supply, and the entire ecosystem traded as one giant expression of digital abundance. But the market is starting to notice that every dollar spent on AI infrastructure does not land in the same pocket.

The hardware beneficiaries are still sprinting. The spenders are beginning to limp.

That divergence was visible again overnight in Asia, particularly in Korea, where the memory and hardware complex continued to attract capital while the companies consuming ever-larger quantities of memory, compute and power struggled to keep pace. Apple’s higher prices across parts of its MacBook line-up and Microsoft’s similar move on Xbox hardware have sharpened the message: AI infrastructure costs are no longer being quietly absorbed in the background. They are starting to travel through the value chain and land on the consumer’s doorstep.

The immediate trade is obvious. Memory producers and HBM suppliers have pricing power. Hyperscalers, device makers and enterprise buyers have the bill. Scarcity is creating a transfer of value from those who need the chips to those who make them, while increasingly aggressive profit-seeking in memory is turning a supply shortage into an earnings event.

Reports that SK Hynix, Samsung and the Korean government may announce a major investment programme next week only reinforce the point. When a bottleneck becomes visible enough, capital rushes toward it. But the market is not simply rewarding more capacity; it is rewarding the right side of the invoice.

Goldman Sachs’ 1 Delta desk, led by Rich Privorotsky, frames the more important issue as reflexivity. That is where this stops being a neat pairs trade and becomes a broader market problem

Author

Stephen Innes

Stephen Innes

SPI Asset Management

With more than 25 years of experience, Stephen has a deep-seated knowledge of G10 and Asian currency markets as well as precious metal and oil markets.

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