AI-First

The guide enables the systematic packaging of domain knowledge into modular, standardized units. It provides a structured format for defining capabilities, ensuring that complex business logic is organized into discrete, discoverable components that can be reliably interpreted and executed by external reasoning systems.

This guide is designed for knowledge engineers, system architects, and technical leads responsible for mapping organizational expertise into machine-readable formats. It is ideal for teams building robust, scalable architectures that require consistent, well-documented interfaces for specialized domain functions.

Implementation requires a clear definition of the domain logic and the specific input-output parameters for each unit. Users must have a foundational understanding of structured documentation and interface design to effectively map their internal knowledge into the required modular format.