The rise of AI-driven quantitative trading is reshaping financial markets, as seen in recent developments like Clawdbot's high-frequency arbitrage success on Polymarket and the widespread adoption of OpenClaw. These AI agents have sparked significant interest in the crypto and tech communities, with AI even autonomously covering API costs and creating closed-loop economies on platforms like Moltbook. This trend raises questions about whether this is the early benefit of a widespread AI quantitative trading movement or merely a narrative-driven frenzy. Concerns are also emerging about potential systemic risks from herd behavior among AI trading entities and whether the shift in market power is irreversible. A discussion hosted by Dr. Ken and Luffy on February 11, 2026, will explore these issues, featuring various industry experts and stakeholders.