This Ph.D. research proposal aims to establish a new paradigm in ultra-low-power, memoryless DSP architectures, enabling real-time qubit control with significantly reduced power dissipation and latency. Unlike traditional FPGA or RFSoC-based solutions, our approach integrates novel data streaming mechanisms to eliminate memory access bottlenecks, achieving sub-200 ns latency. The successful development of this architecture will not only advance quantum computing but also impact radar systems, medical imaging, and space exploration.