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Research Article | Open Access | Online First

Calculus of intelligence: A topos-monadic framework for agentic workflows

Yang Yuan1,2( )Andrew Chi-Chih Yao1,2
Institute for Interdisciplinary Information Sciences, Tsinghua University, Beijing 100084, China
Shanghai QiZhi Institute, Shanghai 200438, China
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Abstract

In this paper, we propose “Calculus of Intelligence” (COIN), a mathematical framework that formalizes agentic tasks as typed free-monadic task spaces inside a Grothendieck topos, and studies them as a calculus: differentiation via task-space decomposition, differentials as the resulting local task spaces, and integration via monadic composition together with sheaf-theoretic compatibility of declared overlaps. COIN treats a task as a valid-plan space rather than as a single output: the user intent is progressively elaborated into a typed task space, and each valid decomposition presents a sound subspace of plans obtainable from local solutions whose declared overlaps agree and whose composition is certified.

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Cite this article:
Yuan Y, Yao AC-C. Calculus of intelligence: A topos-monadic framework for agentic workflows. iFuture, 2026, https://doi.org/10.26599/IF.2026.9710001

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Received: 16 April 2026
Revised: 01 July 2026
Accepted: 16 July 2026
Published: 17 July 2026
© The author(s) 2026.

This is an open access article under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0, http://creativecommons.org/licenses/by/4.0/).