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Knowledge Development

AI Knowledge Creation Architecture: Toward a Next-Generation SECI Model

In this article, we reorganize the processes of knowledge activation, assimilation, expression, promotion, and circulation that occur when using generative AI, and clarify how human/organizational knowledge creation connects with AI-based knowledge generation. Our objective is to redraw the knowledge-creation spiral for the AI era, centered on the two-layer structure of AI tacit knowledge and the Body of Knowledge. Read More

2025-11-24

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Knowledge Development

AI Collaboration Architecture

This article describes the AI collaboration architecture in SimpleModeling, where the SmartDox site — a structured corpus of literate model documents — contains both ordinary SmartDox documents and CML (Cozy Modeling Language) documents. The SmartDox command analyzes the entire site and produces three outputs: MCP for actions, HTML for understanding, and Web Metadata for semantics. These are unified into the BoK, which AI retrieves and assimilates through RAG, promoting it through learning. Read More

2025-10-27