Engineering notes
Articles for people who
ship the stack
Rewrites on React, Node.js, TypeScript and AI. A translated body is shown when it exists. If it does not, you see the English text and a note that says so.
Tagged: rdf
RDF to GraphRAG: Practical Ontology Layers with VOO Examples
From IRIs and triples through RDFS, OWL and SHACL: practical ontology layers with VOO examples, when they beat tables and how they steady GraphRAG answers.
9 min readOntology-based context engineering when vector RAG is not enough
When meaning spans systems of record, embeddings alone miss joins. Ontology-based context engineering validates typed facts, provenance, and neighborhood tools for grounded LLM answers.
24 min read
FAQ
About these articles
Yes. Each piece is an original English rewrite prepared for this site. Structure and code examples follow the source material; prose is rewritten and checked for overlap before export.
English is the source. Another language is shown only when that translation body exists. A missing or empty translation stays in English, including on a localized URL.
New drafts land in the publish queue as they pass editorial checks. Running the site import picks up only new or changed slugs — nothing is duplicated.
Treat samples as illustrative. Validate against your stack and licences before production use. For delivery work, contact us with the brief.
Request a 24h estimate
Need the same stack in a production operator layer? Send the brief — estimate within 24 hours.