The Stochastic Oscillator, which quantifies the relative posture of the present closing price within a current large-small vary, is reformulated in the TINs framework as a sequence of layer operators computationally comparable to its canonical definition. All operators are initialized directly from the classical formulation.two. Enter Gate (it): Th