ผลกระทบของ AI ต่อกลยุทธ์ Quant - นอกเหนือจากการสร้างฟีเจอร์

Great question! I think the frontier is definitely in adaptive portfolio construction and dynamic risk management. Traditional models struggle with regime changes, and AI could offer a significant edge there, especially with integrating XAI to understand the 'why' behind its decisions.

Fully autonomous trading agents still feel a bit sci-fi for me, especially in a heavily regulated environment. I'm more inclined to believe AI's immediate impact will be on enhancing human decision-making through better insights and predictive analytics, rather than replacing the human entirely. XAI will be crucial for adoption.

While adaptive risk management is key, don't underestimate the potential for AI in optimizing execution. Microstructure nuances are hard for humans, and AI could find tiny edges there. And yes, XAI is non-negotiable for any large-scale implementation.