At the "AI Agents in Action" summit in Hong Kong, DeShang Qidian Technology's CTO, Mark, emphasized the transformative role of AI agents in financial markets. He argued that AI's core value lies in identifying human cognitive biases rather than predicting market movements. This perspective aligns with the company's strategy of leveraging AI to exploit systematic biases for financial decision-making. Mark outlined how AI agents are evolving from execution tools to cognitive systems, capable of integrating multi-dimensional information, understanding context, and proactively managing risks. DeShang Qidian Technology applies these capabilities across various financial markets, including cryptocurrency and traditional securities, by focusing on cognitive biases to design structured strategies. The summit underscored a shift in AI development from technical capability demonstrations to building systemic capabilities. Mark highlighted the importance of embedding AI agents into decision-making systems, enabling them to transition from data processors to cognitive participants, thus enhancing their application in complex financial scenarios.