
We compare two observer-count scales for distinguishing sampled configurations from local observations: an adaptive-greedy threshold and an information-theoretic birthday-bound threshold. Defining the efficiency ratio \( \eta = K^*_{\rm bday} / K^*_{\rm greedy} \), we observe a three-regime pattern across 2D Ising and Potts models: redundant observations (\( \eta 1 \)) at high temperature. A conditional conjecture under polynomial alpha-mixing suggests \( \eta \to 1 \) at \( T_c \) for FK(\( q \)) with \( q \in \{2,3,4\} \).
Potts model, greedy observer, alpha-mixing, efficiency transition, collision entropy
Potts model, greedy observer, alpha-mixing, efficiency transition, collision entropy
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