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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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B. Reynolds

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Preprint Aug 2026

A Mathematical Theory of Interpretation: Rational Entropy, Spectral Readout, and Confusability as a Resource

This article presents the abridged core of \emph{A Mathematical Theory of Interpretation} (MTI), which treats interpretation as observer-relative spectral measurement under an access structure. MTI makes interpretation a method-design problem: access, query, utility, and medium determine what an observer can select, id...

B. Reynolds · 0 citations

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