#RAG

2 posts

Mar 7, 2026Outlines IndexProgressive DisclosureAI Agent

Outlines Index: A Progressive Disclosure Approach for Feeding Documents to AI Agents

Traditional RAG splits documents into chunks and feeds them to AI. We took a different approach: build a structured outline for each document, letting AI browse like a researcher — scan the table of contents, navigate to relevant sections, then read precisely.

Mar 4, 2026Linkly AIAIKnowledge Management

Linkly AI: Let AI Agents Access Your Local Documents Without Friction

Your contracts, reports, papers, and proposals are AI's 'dark matter.' Traditional RAG chops documents into fragments and feeds them to AI — with poor results. We took a different approach: let AI browse your file cabinet like a researcher.