# Self-Evolving Search Index > Source: > Published: 2026-09-18 17:03:09+00:00 Information retrieval is increasingly important as LLM agents tackle complex tasks involving diverse information needs. Because retrieval relies on an index that represents each document through index keys, retrieval quality depends heavily on how effectively these keys expose the knowledge containe