Navigating the dynamic financial market requires more than just picking distinct stocks or bonds; it demands a sophisticated method to portfolio optimization. Various approaches exist, ranging from the classic Markowitz mean-variance framework to more modern risk-parity systems. Risk-parity distribution focuses on allocating resources based on risk