Ai Stack

Articles-First RAG: How to not Classify And Cut Chatbot Latency in Half

Articles-First RAG: How to not Classify And Cut Chatbot Latency in Half

Most RAG guides classify the query first, then retrieve. That adds a full LLM call before a single vector is fetched. Here is how I flipped the order in a live deployment, kept classification only on the miss path, and why it held up in production.

Apr 17, 2026
12 min
advanced
rag
dify
k3s
ai-stack