Empirical evidence for a forward-invariant safety law across diverse control domains

We report the observation of a macroscopic safety invariant in learning-based control systems, analogous to conservation laws in physics. Across five heterogeneous domainsspanning thermal, electrical, physiological, and financial systems-and timescale