What are common failure modes of RAG systems?

Common failures include retrieval misses where relevant documents are not found, retrieval noise where irrelevant chunks dilute the prompt, lost in the middle where the LLM ignores middle context, hallucinations despite retrieval, stale data when ingestion lags, and over-reliance on retrieval for queries the model could answer directly. Each failure has its own debugging approach.