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Scientific American
|September 2025
A new proof dramatically compresses the memory needed for computation
ONCE UPON A TIME computers filled entire rooms, reading numbers from spinning tapes and churning them through wires to do chains of basic arithmetic. Today they slip into our pockets, performing in a tiny fraction of a second what used to take hours. But after decades of shrinking chips to pack as much computation as possible onto a machine, theorists are flipping the question: How little space is enough to get the job done?
This inquiry lies at the heart of computational complexity, a measure of the limits of what problems can be solved and at what cost in time and space. For nearly 50 years theorists could prove only that if solving a problem takes t steps, it should be possible using roughly t bits of memory—the 0s and 1s that a machine uses to record information. (Technically, that equation also incorporates log(t), but for the numbers involved this has little effect.)
This story is from the September 2025 edition of Scientific American.
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