Orkid Labs
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Published on Wed Nov 05 2025 18:00:00 GMT-0600 (Central Standard Time) by Orkid Labs

Abstract

We establish the fundamental relationship between negentropy and information from first principles. By connecting Shannon information theory, statistical mechanics, and Bayesian inference, we show that negentropy is precisely the reduction in entropy caused by information. This generalized framework applies to any system where information constrains the state space, from thermodynamic systems to distributed networks to blockchain MEV dynamics.

… (truncated for brevity)

Written by Orkid Labs

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