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Component-Based Development

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. Read More

2026-05-18

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Development Process

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. Read More

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

KnowledgeDevelopment Knowledge Processing Model in SimpleModeling

The knowledge processing model in SimpleModeling is structured as a transformation pipeline: “meaning → structure → definition → behavior → execution → reality.” Context governs the entire pipeline, and reality emerges through the evaluation of effects.

2026-04-27

DevelopmentProcess SimpleModeling Development Process with Essence Framework

The SimpleModeling Development Process is composed by selecting and combining Practices such as Use Case Lite, Scrum Solo, Cloud Native CBD, BoK, Cozy Domain Modeling, Code Generation, and DevOps on top of the Essence Kernel. CNCF is positioned as the execution foundation. This article provides a draft definition using Method View, Process Flow View, Work Product View, Role/Agent View, Automation View, and Lifecycle View.

2026-04-20