Knowledge Retrieval System

A graph-based retrieval system over a personal corpus of project, client, and decision notes: 597 documents resolved into a 1,300-node graph across 99 labeled communities, queried daily by six custom LLM agents. Built the ingestion and sync pipelines, the note schema retrieval depends on, and the agent layer. A question about past work returns an answer instead of a file search, which is what keeps three concurrent client projects sustainable.