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Grokking isn't just about local circuits or optimization tricks, but a global structural collapse of redundant model manifolds, revealing a deep connection between compression and generalization.
LLMs spontaneously organize into brain-like functional units where the whole is greater than the sum of its parts, and destroying these synergistic cores cripples reasoning.
