This is the sanity check we needed. We don't have a benchmark yet necessitating complex graph architectures. We will stick to 'Proven Stuffs' first: A solid Hybrid Search (Vector + Keyword) baseline. We'll collect usage data and only complicate the stack if the baseline fails on specific queries.