The Upanishads are not systematic philosophy; they are more like ecstatic slide shows of mystical experience – vivid, disjointed, stamped with the power of direct personal encounter with the divine. If they seem to embrace contradictions, that is because they do not try to smooth over the seams of these experiences.
