Engram
Engram is a relevance-ranked memory layer for local LLM agents. It evicts by importance, not recency, and tells you exactly which chunks it lost. Fully on-device on Nemotron + GX-10.
Core trick
Evicts agent memory chunks by relevance score rather than recency and logs which chunks were dropped.