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The real cost of the AI hardware arms race

The race to build better AI models is being fought in the factories where silicon chips are made. While a few companies see record profits from the current memory chip shortage, others face the harsh reality of stock market volatility and rigid geopolitical restrictions. We examine the uneven playing field currently defining the semiconductor industry and the companies navigating an increasingly complex supply chain.

Edition № 099Room: At Work25 June 20261 min readSources: 3
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Most of the modern AI ecosystem relies on physical silicon that is increasingly difficult to move across borders or manufacture at scale. Behind every large language model is a grueling production cycle involving lithography machines, massive capital, and fragile logistics that dictate which companies win and which struggle.

Washington is currently tightening rules on the export of deep ultraviolet (DUV) lithography machines—the equipment used to etch patterns into silicon wafers. The goal is to restrict China’s access to these tools, even though the technology itself is about a decade old. This creates a state of chronic supply chain friction for manufacturers caught in the middle of these policy shifts.

The chasm between software hype and hardware reality

Think of the semiconductor market as a tiered economy. At the top, companies manufacturing high-demand memory chips are seeing their revenue quadruple as the global shortage forces prices to historic highs. Conversely, newer players like Cerebras are learning that even a distinct technical edge provides no protection against market volatility; the moment a company’s gross margin forecast wavers, investors quickly reprice the risk.

For the industry, this is a reminder that AI is not inherently ethereal or borderless. It is a capital-intensive manufacturing trade that remains subject to the same supply shocks and political interference as oil or steel. The hardware powering our software future is not a given; it is a precarious result of regional manufacturing dominance and increasingly strict trade policies.

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