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Last updated: June 13, 2026, 5:40 PM ET

AI Retrieval & Document Tools

Increasing context windows in retrieval‑augmented generation fails to improve accuracy, prompting developers to seek deterministic alternatives as error detection grows harder. At the same time, a new local PDF parser delivers cloud‑grade table extraction with OCR, captions and headings processed on‑premise, eliminating per‑page fees and data exfiltration concerns. Together, these moves signal a shift toward tighter control of LLM pipelines and enterprise‑grade document intelligence without relying on external services.