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Knowledge Development

Connecting Book Knowledge to RDF Knowledge Spaces

Book knowledge does not end with bibliographic metadata. Its value increases when connected to authors, publishers, historical periods, places, and related works. This article explains how the Semantic Integration Engine (SIE) connects book knowledge to external RDF knowledge spaces and constructs a virtual knowledge graph. Read More

2026-06-01

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Knowledge Development

Book Knowledge Materialization In SIE

This article explains the Book knowledge materialization model in SIE. Using Book as the first example domain, it describes ISBN-based acquisition, RDF knowledge categories, SIE-added knowledge structures, and projection into KnowledgeSpace. Read More

2026-05-24

CBD Observability in CNCF

In AI-driven development, one of the central questions is how to achieve non-functional requirements such as Security and Observability. Even observability alone requires many cross-cutting concerns such as distributed tracing, metrics, structured diagnostics, payload protection, and integration with external observability platforms. Delegating these concerns to individually generated implementations rapidly increases generation, review, and operational costs while also destabilizing quality assurance. For this reason, once sufficient structural information is described in the Literate Model, the CML&CNCF model compiler and execution framework establish Security and Observability as cross-cutting runtime behavior.

2026-05-18

DevelopmentProcess Architecture-Centric in SimpleModeling

SimpleModeling adopts an architecture-centric approach derived from the Unified Process. Architecture is treated not merely as a design artifact, but as the organizing structure that guides requirements, analysis, design, implementation, and operation. By applying architectural viewpoints from the earliest stages, models become more coherent, analyzable, and AI-friendly.

2026-05-11

CBD CNCF Authorization Model

CNCF authorization evaluates both operation entry points and resource access. Roles, permissions, relations, and ABAC are normalized into capabilities and guards, and evaluated through a unified decision model.

2026-05-04