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Every vendor claims a "context layer." Some call it an "ontology." Most vendors are neither, and that's how you end up with AI slop.
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Ontologist Jessica Talisman has spent 25 years building the knowledge infrastructure, controlled vocabularies, taxonomies, and ontologies, that most AI deployments skip straight past.

​In this live conversation, she and Collate CTO Harsha Chintalapani will discuss how metadata, meaning, and memory have to work together for agentic AI to be accurate on real enterprise data.
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You'll leave the discussion able to:

  • ​Test any "context layer" or "ontology" claim against what makes one real across logic, commitments, reasoning, and inference
  • ​Spot a context layer that hides its reasoning before you trust it
  • ​Understand how open standards let you own your context, not your vendor

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7.1x more accurate answers. 86% less compute. That's what getting context right looks like.

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