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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Kazunori Ohumi

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#generative ai Open access Oct 2026

Generative Resonance Macroeconomics: A Theory of Economic Emergence, Crystallization, Stagnation, and Reopening ー A Unified Theoretical Framework · October 2026 ー From the Preservation of Economic Structures to the Reproduction of Generative Possibilities

Generative Resonance Macroeconomics (GRM) Ⅰ. Short Description Generative Resonance Macroeconomics (GRM) proposes a theoretical framework that redefines economic sustainability as the continuous regeneration of future economic possibilities rather than the indefinite preservation of existing structures. Integrating gen...

Kazunori Ohumi · 0 citations
#generative ai Open access Sep 2026

Generative Resonance as a Macrodynamic Theory of Growth and Stagnation ー Population, Productivity, Participation, and the Endogenous Cooling of Economic Development

Short Description This paper develops Generative Resonance Theory as a macrodynamic explanation of growth and stagnation. It introduces generative resonance intensity, (G=\Phi R), as a state variable describing a society's capacity to connect unrealized possibilities with relational participation. The framework explain...

Kazunori Ohumi · 0 citations

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