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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Brody Brooks

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#diffusion models Open access Sep 2026

A Heterogeneity-Corrected Lower Bound on Entropy Production in Nonequilibrium Markov Networks

Version 2 of a preprint studying activity- and heterogeneity-sensitive lower bounds on entropy production in finite nonequilibrium Markov networks. The principal variance coefficient 1/(1 − χ̄²) is identified as a direct specialization of the published Liao–Berg sharpened-Jensen framework and is not claimed as a new ge...

Brody Brooks · 0 citations

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