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We have searched extensively for this bug, with little luck. The most closely resembling thing we could find is Pseudosphinx tetrio, but there are clear differences in color patterns - let alone that here we have no "tail".

Total length about 3-4 cm, no appendix nor hair. There were quite a few all around the place, which featured a sparse but relatively thriving vegetation of low grass (considering we are in the desert...).