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Edition: first-web-2026-09-07
Position: 172 of 262
Source label: ch:regularized-universal-action
Citation status: Source-authored tag

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Exploration

Instantiate tangent proximal FTRL in a concrete smooth category. Determine which convergence statement is inherited from the scalar realization and which coherence obligations must be proved separately after tangent lift.

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Digital-edition research invitation; not part of the frozen dated PDF.

ch-regularized-universal-action

10 Convex and Regularized Universal Action

Decision geometry, FTRL, proximal structure, and tangent witnesses

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10 Convex and Regularized Universal Action · Discovering Compositional Worlds from Interaction · A Categorical Research Program for AI