Summary
Automation and artificial intelligence are transforming society, increasing productivity by improving the speed, efficiency, and reliability of conducting complex tasks. Despite these advances, current approaches to autonomous decision-making require enormous computational resources, driving the expansion of data centers and placing growing strain on national electricity and water infrastructure. These high computational demands also limit where autonomous systems can be deployed, preventing low-cost or resource-limited applications from benefiting. This Faculty Early Career Development Progra