Loop‑Engineered Retrieval Cuts Tokens and Boosts Accuracy for Giant PDFs
The author introduces a loop‑engineering pattern that routes queries through a document's table of contents instead of flat page‑wise retrieval. By bounding the search to hierarchical sections, token usage drops dramatically and answer precision climbs, making enterprise‑grade RAG feasible on massive PDFs like NIST SP 800‑53.