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CNPS.AI

A closer look at what works.

Published cases and open-source references, with sources and limits made clear.

Evaluation map
Mixed document layoutExtract structureTrace the source

Keep the structure of the evidence

AI applications

RAGFlow: evaluate the document layer first

A practical reference for retrieval workflows that need traceable answers from complex documents.

Open-source technical reference

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Industry references are not presented as CNPS customer deliveries.

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