AI engineers debugging poor RAG pipeline performance struggle to distinguish between retrieval failures (the right document was not retrieved) and synthesis failures (the right document was retrieved but the LLM answered incorrectly), leading to wasted effort applying retrieval fixes to synthesis problems and vice versa. This agent runs a systematic failure attribution analysis.