Intrinsic Operational Gradient Theorem IOGT Infographic Poster

Full mathematical overview of the foundational theorem in operations-primary mathematics. Topics covered: operational space, operational potential, non-invertibility, composition amplification, forward-reverse asymmetry, gradient-aligned vs gradient-opposed computation, P versus NP structural interpretation, connections to Morse theory Kolmogorov complexity thermodynamics category theory.