Deterministic Adaptive Control Without Stochastic Exploration A Memory-Structured, Signal-Regulated Framework

We present a deterministic adaptive control framework for structured dynamical systems. The system operates without stochastic exploration, neural function approximation, or persistent excitation. The control mechanism is a bounded multiplicative functional ensuring stability, interpretability, and reproducibility.