Tagged articles

Ontology Semantics

2 articles · Page 1 of 1
ByteDance Data Platform
ByteDance Data Platform
Sep 3, 2026 · Artificial Intelligence

Ontology Semantics + Semantic Layers: Turning Enterprise Data into Reliable Business Answers

The article explains why standard RAG fails for complex multi-condition queries, introduces ontology semantic modeling to reconstruct business logic relationships, and semantic layers to fix ambiguous metrics, demonstrating 100% accuracy in e-commerce returns and 82.3% in business analysis.

Knowledge GraphOntology SemanticsRAG
0 likes · 13 min read
Ontology Semantics + Semantic Layers: Turning Enterprise Data into Reliable Business Answers
Data Bricklaying Diary
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.

Agent RuntimeDecision LayerIdempotency
0 likes · 16 min read
From Ontology Semantics to Ontology Intelligence: Why Understanding Business ≠ Driving It