Photograph: Julian Chokkattu
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.
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Under this stringent border-pair test, a 10% minimum wage increase was still associated with an 8.4% rise in robot adoption—a figure that held up across multiple regression specifications and closely matched the broader aggregate analysis the team conducted at the state level. The effect was robust to controls for firm size, age, industry, and whether a state had right-to-work laws on the books.