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Proxy-Pointer RAG performs lazy semantic synthesis at retrieval time using a structural document tree built with regex, avoiding the ingestion tax. LLM-Wiki precompiles knowledge into canonical pages during ingestion, which risks high-dimensional extraction degradation and prediction problems for future queries.
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