Polyvia Blog

Engineering insights, product updates, and research notes from the Polyvia AI team.

Deep Dive
Feb 09, 2026
5 min read
From RAG to Reality: Designing an Operational Ontology for AI Systems
An operational ontology turns RAG from text retrieval into a system that models claims, evidence, and actions over time.
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Deep Dive
Jan 29, 2026
3 min read
Rethinking RAG for Visual Data: Building a Knowledge Graph with Agentic Visual Reasoning
Most AI agents today can read text — but when it comes to charts, diagrams, and slides, they're effectively blind.
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