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1. spectral-causal-emergence spectral-causal-emergence Public

   Spectral framework for quantifying causal emergence: PCA + NIS reads the emergent scale q* straight from the Jacobian spectrum (5–158× faster), validated on 6 benchmarks and the GPT-2 IOI circuit.

   Python