Mobile robots operating on gravel, sand, wet surfaces, slopes, loose soil, or mixed terrain can lose traction before the autonomy stack has a clear indication that something is wrong.
The result can be velocity-tracking error, localization drift, reduced stability, higher energy waste, and mission failure.