Navigating the dynamic financial environment requires more than just picking separate stocks or assets; it demands a sophisticated approach to portfolio optimization. Various approaches exist, ranging from the classic Markowitz mean-variance model to more modern risk-parity systems. Risk-parity assignment focuses on allocating capital based on risk