capability-matrix

Mapping project requirements to a skill stack involves selecting a matrix row by domain. This loads Foundation, Implementation, Validation, and Companions layers in order, outputting a deterministic, validated skill sequence for predictable project workflows.

Planning a skill stack requires identifying your project domain to select the matching matrix row. The system then orchestrates multi-layer loading across Foundation, Implementation, Validation, and Companions to ensure consistent and auditable skill selections.

Yes, a specific domain input is required to determine the correct matrix row. Without domain mapping, the system cannot load the appropriate Foundation, Implementation, Validation, and Companions layers to output a validated skill sequence.

Yes, the skill matrix aids onboarding and PR reviews by providing a single, auditable reference for required skills. It maps project goals to a canonical skill stack, ensuring consistent Foundation through Companions selections across domains.

Domain mapping selects the appropriate matrix row to load execution layers in sequence. It outputs a deterministic skill sequence with optional companion categories, ensuring the project's specific needs are met through validated, domain-specific selections.

Multi-layer loading is needed to guide execution predictably across domains. It loads Foundation, Implementation, Validation, and Companions in that specific order, ensuring the skill stack is complete, deterministic, and validated for the project.