TLDR Tech / AI
The Ontology Engineering Challenge is Not Building It, but Mirroring the Delta
The key enterprise AI challenge lies not in building an ontology, but in identifying where an LLM's latent understanding of business concepts diverges from a company's definitions and correcting only those gaps. An LLM develops a “latent ontology” through geometric relationships in embedding space, while companies define a curated “structural ontology” through semantic layer metrics and business definitions. Misalignment between the two creates source-of-truth errors in agentic systems.
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