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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