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DocNavRAG: The Document Navigation Pattern That Beats RAG at Long-Form QA

Agents should navigate document structure rather than repeatedly search from scratch. DocNavRAG maintains an evolving evidence state that improves answer quality by 7.8% and context sufficiency by 17.7%.

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August 15, 2026· ~5 min read

ACE-GraphRAG: The Agent Layer That Fixes GraphRAG's Fatal Flaw

GraphRAG has a representation-inference gap that breaks complex queries. ACE-GraphRAG adds an agent layer that adapts context dynamically — here's how it works and why it matters.

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