Data Bricklaying Diary

Aug 17, 2026 · Artificial Intelligence

Don't Overhype Ontology: A Three-Gate Framework for AI Semantic Decisions

This article warns against treating ontology as a universal solution for AI scenarios, distinguishing semantic governance, deterministic computation, and dynamic reasoning, and provides a three-gate decision framework to evaluate when ontology adds value versus when simpler mechanisms suffice.