We built a persistent agent memory layer on Elasticsearch with 0.89 recall

This article describes the implementation of a persistent agent memory layer on Elasticsearch, a hybrid retrieval and DLS system that uses three indices, hybrid retrieval with RRF and a reranker, supersession, decay, and per-user DLS isolation.