Engineering notes
Articles for people who
ship the stack
Original rewrites on React, Node.js, TypeScript and AI — practical notes from the same engineering practice behind our operator software. Article bodies are in English.
Tagged: Retrieval
Chunk Documents Around the Evidence an Answer Needs
Choose chunk boundaries by inspecting which facts must travel together, then test retrieval under a fixed context budget.
592 wordsRead articleBeyond Top-K: Relevance Thresholds, Hybrid Search and Reranking in RAG
See why a vector database plus an LLM is not a production RAG system, and how chunking, similarity thresholds, hybrid search, reranking and evaluation close the gap.
1628 wordsRead article
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.
Technical posts ship in English first so code and API names stay exact. The site chrome (navigation, SEO shells) is available in all nine languages.
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.
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