A significant GPU shortage is currently hindering AI innovation, but DeepMind's new Alpha Dev could change the game. This reinforcement learning agent has developed advanced sorting algorithms that surpass decades of human benchmarks, demonstrating the potential for enhancing various computer science algorithms. As reliance on hardware improvements wanes, focusing on optimizing code becomes crucial for sustainable computing.