Data Bricklaying Diary

Sep 1, 2026 · Fundamentals

Beyond Consistency Checks: A 7-Layer Acceptance Framework for Ontology Models

This article presents a seven-layer acceptance framework for ontology models that moves beyond consistency reasoning and expert review, covering capability questions, semantic constraints, real data mapping, rule execution with unknown states, exception handling and action contracts, version traceability, and controlled business outcomes with multi-role sign-off.