# How I Found Out 52% of My Knowledge Graph Was Duplicates (and What I Did About It)

I've spent the last several months building ANIMUS, an autonomous system in Rust that gives a local LLM persistent memory. The idea is simple: a knowledge graph that grows on its own, cycle after cycle, as the system reads documents, detects gaps in its knowledge, and fills them in. For months, the