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Scaling AI systems feels like watching a teenager outgrow their clothes; as we feed them more data and computing power, they develop unexpected abilities. Experts are finding that bigger models don't just do old tasks better—they suddenly learn new skills no one explicitly taught them. It's both thrilling and unsettling.