Why Your LLM Pipeline Is Burning 60% of Its Token Budget on Noise (and How to Fix It)

I run a lot of RAG pipelines. And for a while, I was doing what most people do: retrieve the top-k documents, concatenate them into the context, and ship the whole thing to the LLM. It worked. But whe...