In the high-stakes domains of Quantum Physics, Quantitative Finance, and Drug Discovery, the reliance on "black box" neural networks has reached a point of diminishing returns. ActarusLab (https://actaruslab.org/) is bridging the gap between theoretical physics and high-performance data engineering by turning high-dimensional noise into governing e