We employ computational tools to explore how proteins evolved from simple molecules into complex, efficient nanomachines that power life. By investigating the atomic details of protein structures through cutting-edge techniques like X-ray crystallography and electron microscopy, we aim to unravel the mechanisms behind their function and evolution, and bridge this molecular knowledge to drive innovations in bioengineering and biotechnology.