Ai and finance utility in high-frequency trading is

AI and finance utility in high-frequency trading is cutting bid-ask spreads, influencing S&P futures liquidity. Traders report increased profit capture in AI-driven desk strategies, particularly during pre-market sessions. Ares Capital's total returns since its IPO in 2004 have trounced the S&P 500 (SNPINDEX: ^GSPC) . I expect this trend to continue over the long run as the company capitalizes on its big opportunity in meeting the financing needs of middle-market businesses. The key takeaway for institutions looking to thrive in this new landscape is clear: Embrace the "clean-as-you-go" methodology, the Swiss Cheese Principle, and not forgetting AI stands for Assistive Intelligence! Don't get bogged down in the pursuit of perfect data. Instead, focus on building robust AI systems that are iteratively improved, incorporating human oversight, validation rules, and business logic. This agile approach allows for rapid experimentation, continuous learning, and the ability to adapt to the ever-evolving challenges and opportunities presented by the market. AI and finance disruption is driving hedge fund reallocation toward emerging market equities. MSCI EM Index advanced 1.9% after AI macro-screeners registered improving currency stability in Latin America.