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The transformation proceeds under transition-metal-free aerobic conditions without requiring a separate photoredox catalyst or photosensitizer and exhibits broad substrate scope, including late-stage functionalization of biorelevant molecules and gram-scale synthesis. Mechanistic studies support alkyl radical generation from alkyl boronic acids by photoexcited pyridine N-oxide. 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