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RefactorPlatform, an open-source evaluation harness that holds the environment fixed and varies each design axis explicitly: model backbone, execution regime, and prompt specificity, is presented.
A mean-field theory of the two-rate dynamics yields an analytical ordering condition that generalizes the consensus threshold of the stochastic Naming Game to a critical line in the $(pi,\phi)$ plane, and emerges as an architecture-dependent control parameter for decentralized LLM populations, quantitatively characteri...
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