Upgrading hardware is usually a straightforward decision: Your device slows down, you replace it. But 2026 isn’t showing a typical hardware cycle. Increased demand for memory from AI data centers has tightened the current and future supply of RAM (random access memory, a form of electronic computer memory), putting upward pressure on production costs. What does this mean for you? Prices and availability may never get better.
Figure 2: Theoretical capability and observed exposure by occupational category
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