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Decision Layer

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Aug 11, 2026 · Artificial Intelligence

Three-Layer Ontology Intelligence: Separating Semantics, Decisions, and Actions

This article explains why ontology intelligence systems require a three-layer architecture—semantic layer for defining business meaning, decision layer for forming explainable action plans, and action layer for controlled state changes—with explicit handoff contracts to avoid mixing rules and side effects into prompts.

AI architectureDecision LayerOntology Intelligence

0 likes · 20 min read

Three-Layer Ontology Intelligence: Separating Semantics, Decisions, and Actions

Data Bricklaying Diary

Aug 6, 2026 · Artificial Intelligence

From Ontology Semantics to Ontology Intelligence: Why Understanding Business ≠ Driving It

The article distinguishes ontology semantics (AI understanding business objects, states, rules) from ontology intelligence (explainable decisions, contract-constrained actions, auditable loops), outlining seven engineering capabilities needed to close the loop and emphasizing a minimal viable loop around high-value decisions.

Action ContractsAgent ArchitectureAgent Runtime

0 likes · 16 min read

From Ontology Semantics to Ontology Intelligence: Why Understanding Business ≠ Driving It