From 600 Notes to 3,500: Semantic Search for AI Agent Memory

How I got here In December I built mem-cli — a CLI tool backed by PostgreSQL. It worked but was rough: 600 documents, basic tagging, no auto-organization. Three months later, Mesh is a different syste