Structural Thinking & Architecture

Why Ontology, Explainability, and Governance Keep Missing the Same Layer

Chris Ciappa· December 30, 2025· 4 min read
Why Ontology, Explainability, and Governance Keep Missing the Same Layer

Most debates about AI risk orbit the same three ideas: Ontology — define the domain so systems “understand context” Explainability — make decisions transparent Governance — assign accountability when things go wrong Each of these matters.

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