By generalizing Peano’s original space-filling curve construction, one can design out of simple square tiles modular, two-color tiling patterns whose foreground and background are “self-negative” under 180° rotation. The resultant abstract geometric tiling patterns have an “Escher-esque” quality due to the attendant ambiguity that arises when the visual system cannot tell which connected area is foreground and which is background.