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Operationalization into declarative models

Documentation status: tutorial — see Maturity and evidence.

Validated stock semantics are not yet a complete application. Generation must add Runtime decisions that are deliberately absent from the ontology.

Candidate mappings

  • identified types such as Product, Warehouse, StockMovement, StockPosition and ReorderPolicy -> Entity concepts;
  • derived relations such as ReorderRequired -> relation models or conceptual-memory relations;
  • semantic attributes -> model fields with explicit role paths;
  • indexed projections -> query relations or runtime indexes;
  • InvalidStockPosition -> diagnostic relation, event or view data.

A generation policy must decide namespace, persistence, whether Available is persisted/recomputed/cached, whether derived facts are materialized, whether ReorderRequired is published as a service, whether invalid positions block posting, which diagnostic views are generated and what traceability metadata is retained.

Verification chain

validated H-Logic + generation policy -> candidate declarative artifacts -> grammar and reference validation -> model compilation -> Runtime loading -> semantic regression tests

The generated model is accepted only if its behavior remains equivalent to the deductions validated during semantic analysis.