Fractals, chaos, networks, and dissipative structures describe the geometric forms that living systems take and yet who would have guessed that they would carry profound spiritual messages as well as design lessons? The shapes, structures, and patterns of life illustrate the sharpest contrast between how life organizes itself, maintains stability and order, and facilitates change, and how colonial and supremacist societies do such things. Life's geometric forms, more than other organizing principles of life, remind us that cultures that lean into the dynamic powers of fractals, chaos, networks, and dissipative structures tend to be regenerative and liberatory, whereas cultures that attempt to contradict these principles often cause ecological degradation and systems of oppression that we have witnessed throughout human history.