The robots, dubbed "swarmies," are much smaller than other NASA robots like the car-sized Mars rover Curiosity.
Each comes equipped with a webcam, Wi-Fi antenna, and Global Positioning System (GPS) system for navigation, and the swarmies function in a way similar to an ant colony.
When one ant stumbles across a food source, it sends out a signal to the rest of the colony, and then the ants work together to cart the food back to the nest.
Once one of the rovers finds something interesting, it can use radio communication to call other robots over to help collect samples, 'SPACE.Com' reported.
"For a while people were interested in putting as much smarts and capability as they could on their one robot," said Kurt Leucht, one of the engineers working on the project.
"Now people are realising you can have much smaller, much simpler robots that can work together and achieve a task. One of them can roll over and die and it's not the end of the mission because the others can still accomplish the task," Leucht said.
Over the next few months, swarmie tests will also include RASSOR - a mining robot specially designed to dig into alien surfaces and search for interesting or valuable materials.
The tests will determine how well the swarming software translates to control other robotic vehicles.
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