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    <title>Support-Engineering on Hi, I&#39;m Muhammad Amal</title>
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      <title>RAG Systems for Technical Support Teams in 2025</title>
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      <description>A field-tested walkthrough of building retrieval-augmented generation for L1 through L3 support, with runnable Python, pgvector and Qdrant pipelines, and the failure modes nobody talks about.</description>
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