From validated semantics to declarative models

Documentation status: guide — see Maturity and evidence.

Validated H-Logic describes executable meaning, but it does not by itself decide persistence, publication, view design, package activation or lifecycle. The transition to a running application is therefore an operationalization step, not textual translation.

Mapping discipline

Validated semantic construct	Candidate application artifact	Additional decision
Identified type	Entity concept	namespace, class identifier, facets
Pure polyadic relation	Relation concept	graph-only or reified/persistent
Attribute	Model field	type, nullability, storage, role path
Complete vocabulary	Enumeration-like concept set	extension and migration policy
Derived relation	Rule or generated relation	materialization and lifecycle
Indexed projection	Query relation or runtime index	storage, refresh and exposure
Diagnostic fact	Validation relation, event or view data	whether it blocks persistence

Use a reviewed generation policy for concerns outside the ontology: namespace, target format, persistence, derived caches, generated views, service publication, diagnostic behavior, index generation and traceability.

Verification after generation

Generated artifacts should pass grammar validation, manifest/package resolution, class identifier and role-path checks, model compilation, runtime loading, semantic propagation tests and behavioral comparison with the deductions accepted during analysis.

Retain end-to-end traceability from requirement -> H-Logic construct -> generated artifact -> validation result. This makes regeneration, impact analysis and AI-assisted evolution reviewable.