This study presents a novel integration of a femtosecond laser-pumped Coherent Ising Machine with a large language model-driven system, facilitating easier modeling for quantum computing tasks. The research highlights the potential of domestic technologies to enhance quantum computing capabilities while addressing existing challenges in the field.