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Why Deep Research Breaks at Scale: An Architecture-First Investigation

During a late-night audit of a PDF-processing pipeline for a client project (Q3 2025, doc-parse v2.1), a recurring failure mode kept resurfacing: long-form research tasks would diverge from source fac...