Tag
Architecture
Articles from the Osynova engineering team.
The Python service you no longer have to write
Laravel 13 puts embeddings, reranking and vector similarity in the query builder. For a good share of AI work, the separate Python service h...
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Requests first, browser last
A headless browser is the most expensive way to fetch a page, and it is the first thing most scrapers reach for. The gap between that and a...
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Why most RAG systems fail in production
The demo works and the production system does not. Almost every time, the failure is in retrieval rather than the model — and it is fixable.
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A VPS is probably enough
Most applications are deployed onto infrastructure sized for a scale they will never reach. Here is how we decide what a system actually nee...
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Letting an agent act: where to draw the boundary
An agent that only answers questions is a chatbot. Once it can act, the engineering problem shifts from accuracy to authority.
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A content architecture that survives a redesign
Websites are rebuilt every few years and the content outlives every one of them. Model it so the next redesign is a template change.
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