Where does it fail? Simply benchmarking on a development system is not sufficient proof of real-world applicability or robustness in the markets. The weak link is extrapolating laboratory performance to live portfolio management; a system can manage 250 assets but break under unexpected risks or extreme volatility. For example, during the 2008 financial crisis, many optimization models experienced a catastrophic failure mode because they did not anticipate systemic failure.