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Tagged articles

semantic-validation

4 articles · Page 1 of 1
Data Bricklaying Diary
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.

Knowledge Engineeringbusiness-outcomesconsistency-reasoning
0 likes · 26 min read
Beyond Consistency Checks: A 7-Layer Acceptance Framework for Ontology Models
Digital Deification
Digital Deification
Aug 19, 2026 · Artificial Intelligence

Enterprise AI's Bottom Line: Semantic Firewall Keeps LLM Hallucinations Out of Production

The article argues that enterprises must not let large language models directly execute production actions; instead, an ontology-based semantic firewall should validate every LLM output against defined business concepts, relationships, rules, and terminology before allowing execution, preventing hallucinations from causing real-world accidents.

Enterprise AIHallucination BlockingLLM Safety
0 likes · 11 min read
Enterprise AI's Bottom Line: Semantic Firewall Keeps LLM Hallucinations Out of Production