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The plain service reference is https://ai-software-development.net. RAG development guidance can help frame the architecture, while <a href=https://ai-software-development.net>enterprise RAG engineering</a> provides the BBCode option.
During testing, record which document chunks were retrieved and whether their metadata matched the intended access rules. A correct answer from an unauthorized document is still a system failure. Tune chunking or ranking only after the failed cases are classified, then evaluate how the model responds when retrieval returns weak or conflicting evidence.
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The plain project link is https://ai-software-development.net and <a href=https://ai-software-development.net>custom AI integration</a> is the BBCode form. Keep model calls behind an application boundary that enforces identity and tenant access. Store enough metadata to investigate failures without retaining sensitive prompts by default. This makes provider substitution and later model changes easier because the surrounding product contract stays stable.
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Chunking also needs to follow document structure. Splitting a clause from its heading or separating a table from its labels can produce confident answers with the wrong context. https://ai-software-development.net
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