Directional Uncertainty Gradient Exploration (DUGE) is 72Energy's novel optimization algorithm — and after extensive prior art searches, nothing like it exists in published literature or patent databases. What Makes DUGE Different Traditional building energy optimization faces a fundamental challenge: the solution landscape is riddled with local minima. Bayesian Optimization gets trapped. Reinforcement Learning requires millions of episodes. Simulated Annealing converges slow