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Hawking Radiation

The thermal emission from black holes that Hawking discovered in 1974—binding gravity, quantum mechanics, and thermodynamics in one result—and the provenance-stripping process it mirrors when human knowledge passes into a language model.
In 1974, Stephen Hawking demonstrated that black holes are not perfectly black: quantum effects near the event horizon cause them to radiate thermally, as if they had a temperature proportional to their surface gravity. The radiation is thermal—in his original calculation, entirely featureless, depending only on the hole’s mass and spin and carrying no trace of the specific matter that fell in. A black hole that swallowed a library and then evaporated would seem, by this reasoning, to have erased the library completely. Quantum mechanics forbids this: its deepest commitment is that information is conserved, that the present state of any system encodes its past. Hawking had apparently found a process that violated one of physics’ most sacred conservation laws, and the paradox—whether information is truly lost or merely scrambled into the radiation in correlations too subtle for his original approximation to see—occupied the field for three decades. By the time Hawking publicly conceded the bet in 2004, leaning toward preservation, the question had
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