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Vectors, meet Virtuoso. Native HNSW vector indexing just landed in the Virtuoso Open Source develop/7 branch, with ONNX text embeddings and optimizer tuning alongside. Similarity search across native relational tables via SQL and RDF graphs via SPARQL, one engine. Enjoy!
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- Multi-Tier pricing: uda.openlinksw.com/odbc/driv…
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A faceted browser for any CORS-enabled SPARQL endpoint, built over a weekend with AI agents and shipped as an Agent Skill. Open standards and loose coupling are what let agents and apps work with data wherever it lives, without lock-in.
Faceted search and browsing over entity-relationship graphs is challenging to implement. It requires both support for open standards and the right declarative query language—one that can work with fine-grained relationships in many forms. Fortunately, we’ve had SPARQL for years; what we lacked were LLM-powered tools to help with the grunt work.
Here’s a SPARQL-based faceted browser we put together last weekend. It brings faceted search and browsing to SPARQL endpoints that support CORS, while remaining loosely coupled to them.
See the comments for a live demo and repo links.
Agents that act for people need their own identities, plus a verifiable On-Behalf-Of (OBO) link back to the principal. That's how an agent can shop, query or transact through Virtuoso and OPAL with every action traceable to who authorized it.
Here's a news update page that provides more details about the new HSNW vector indexing and related features enhancements.
github.com/openlink/virtuoso…
Even better news, there much more to come!
Want to take a deep dive into how Virtuoso’s native vector indexing works—and how to use it?
See:
virtuoso.openlinksw.com/docs…
What does a sample SPARQL query that leverages vector similarity look like?
See:
[1] vec.demo.openlinksw.com/spar… -- Query Solution (Results)
[2] vec.demo.openlinksw.com/spar… -- Query Definition
#SPARQL #VectorSimilarity #VirtuosoRDBMS #HowTo
Another query, this time showcasing the impact on DBpedia i.e., vectors have been generated for literal objects in a DBpedia knowledge graph.
vec.demo.openlinksw.com/spar…
#VectorSimilarity #DBpedia #SPARQL #VirtuosoRDBMS #HowTo #AI

















