Navigating the ever-changing financial landscape requires more than just picking distinct stocks or securities; it demands a sophisticated approach to portfolio optimization. Various approaches exist, ranging from the time-tested Markowitz mean-variance framework to more innovative risk-parity systems. Risk-parity distribution focuses on allocating