#rag

How to keep a RAG knowledge base fresh without re-embedding everything

A nightly rebuild keeps a RAG index current but leaves zombie chunks behind and rewrites thousands of identical vectors. Here is how to re-embed only what changed, with and without MeshArc.

24 Oct 2026 · 8 min read