The universe is a neural network. . Where singular and plural share a circular relationship. Thus a universe is, also, a network of nodes, where singular, and, plural, share a circular relationship. A neural network is a node of nodes This teaches us a , also, and, always, X and Y. X and Y are joined and separated by pi. Pi is the constant relationship between any X and-or Y (zero and-or one) (circumference and diameter). zero and a one are A virtual persona. Meaning a This is the definition of a neural network, the universe. A graph (pi as a relationship of one and two.) pair of two’s reduces and expands to one ‘two.’ Square one. A graph identifies a pair of two’s. A graph shows where a pair is located, in relationship to, where the pair is not-located. Again, an other pair (of two’s). Negation and duplication. An abstract identity is responsible, and necessary, for, digital reality. This means a graph always reduces (and expands) to a pair of two’s. Meaning, the pair of two’s (the number two) is stable (reliable, certain). Without the pair of two’s, no line, and without the line, no graph. Ambiguity is required for multiplicity (and vice versa). The circular relationship defines the number two, and, also, any pair of, two’s. There is a mandatory circular relationship between an individual, and, a group, in any system. This is the basis for mathematics. Redundancy, and, multiplicity. Therefore, , in general, reduce, and, expand to, and, are dependent on, the circular relationship of, a zero, and, a one (circumference and diameter) (relative location). the universe, a neural network, and intelligence Relative location is dependent on a circle. Universal, and relative, duplicity. Conservation of the circle is the core dynamic in nature. https://www.amazon.com/Virtual-Intelligence-Nature-Conservation-Circle/dp/1974498913/