An engineering record of my applied research work on the company’s algorithmic trading system — integrating signal layers, Lévy-based modeling, and VaR/ES risk controls with calibration checks. I am enhancing the system directly on my own computer using Apple’s AI environment and machine learning methods, with a focus on stabilizing parameter estimation, expanding stress tests, and improving reproducibility.