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Yuval Harari argues in his Oxford Tanner Lecture that artificial intelligence is not a tool but an actor, and it is taking over the bureaucratic systems created by humans, with an impact potentially comparable to the Great Oxidation Event in Earth's history.
This survey synthesizes emerging research on proactive detection of adversarial synthetic content accelerated by Generative AI, proposing a lifecycle-based taxonomy using the C5 Interaction Model to integrate machine learning and social science approaches.