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Notes on gen ai in production

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latest2026-08-20 · ./gen-ai/

RAG will not save dirty data

Three months debugging an internal QA system, and 80% of the work turned out to be document normalization.

#rag12 minread ->
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./gen-ai/gen ai & application1 post

What happens once a model leaves the notebook: RAG, tool-calling agents, and where humans still belong in the loop.

012026-08-20

RAG will not save dirty data

Three months debugging an internal QA system, and 80% of the work turned out to be document normalization.

#rag
12 min