Technology companies aim to develop large-scale quantum computers that outperform classical computers in real-world problems. Quantum companies raised $2.35 billion only last year alone, according to McKinsey 2 . It is important to point out that quantum computers are not universally superior to classical computers, and the use of hybrid computation benefiting from a collaboration of classical and quantum computers may be appropriate for solving practical problems in protein science. The specialized frameworks for the combined use of classical and quantum processors, like CUDA-Q by NVIDIA, provide an excellent bridging technology for the seamless integration of classical and quantum computing.