Agentic RAG has spent the last year collecting abstractions. Planners, routers, memory layers, tool registries, tracing dashboards, evaluation harnesses — useful pieces, mostly. But Anubhab Banerjee’s CUDA Top-K retrieval experiment points at a less glamorous problem that many teams still under-measure: the retrieval step keeps crossing the PCIe border like