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Goodfire researcher Nick Camerata overturns superposition theory, arguing neural networks were always clean. From cat-face/car-front neurons to 99% readability, from recursive generalization to a new methodology for AI interpretability—a deep dive into a paradigm shift that could change how we see AI's black box.