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S. Ahmed

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Preprint Aug 2026

Beyond Document Retrieval: Architectural Challenges When LLM Agents Query Structured Enterprise Data

A design-oriented framework, an evaluation protocol, and a set of open problems for governed structured-data agents are proposed for retrieval semantics, authorization, intent recognition, entity resolution, evaluation, failure modes, and latency.

S. Ahmed · 0 citations