A pitfall trap sample from National Ecological Observatory Network’s Central Plains Experimental Range field site shows a variety of bycatch specimens from pitfall traps set up to capture ground beetles. A group of researchers is using images and accompanying data from samples in the NEON Biorepository to train machine-learning algorithms in insect-identification. (Photo courtesy of National Ecological Observatory Network)