At the nanoscale, one can fit trillions of devices in a chip-scale area. This is many orders of magnitude more than we can accomplish today. The Symposium on Computing Challenges brings together people with hardware, software, neuroscience, physics, and mathematics perspectives to discuss the key problems and the possible approaches to solutions for effectively harnessing trillions of devices that are made possible by use of the nanoscale.