The Ontology Pipeline: a semantic knowledge management framework for LLMs
adnan_hashmi · x · 2026-10-22
Information scientist Jessica Talisman publishes the Ontology Pipeline, a framework for building semantic knowledge systems that power high-performing LLMs and RAG. She argues that leaning on out-of-the-box taxonomies like Google Product Taxonomy creates homogeneous knowledge ecosystems that fail to model a business's unique domain, that ROI is hard to measure because benefits show up indirectly in RAG and retrieval metrics, and that formalizing knowledge management as staged workflows makes it scalable and productizable.
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