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Retrieval agents need to handle multiple data types because real-world knowledge is rarely just text

Most retrieval assistants assume that context can be converted into text chunks and placed in a vector database. Real-world data is messier: documentation may live in Markdown or PDFs, operational data in SQL tables, dependencies in graphs, procedures in SOPs, and user-specific decisions in persist…

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  1. 2026-10-16 10:32 · r/AI_Agents
    Retrieval agents need to handle multiple data types because real-world knowledge is rarely just text

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