This research develops nanoscale robots made from synthetic DNA capable of navigating and manipulating molecular environments. Using programmable DNA interactions and thermodynamic processes, the work focuses on maze-solving behaviors as a foundation for future applications including allergen removal, nanomaterial assembly, tissue engineering, and programmable molecular systems operating in the physical world.