In crypto markets — one of the most unforgiving non-stationary systems — strategy failure is rarely caused by models being too simple. It happens because most strategies are never truly exposed to live-market pressure. This is exactly the problem WEEX AI Trading Hackathon is designed to surface — shifting the focus from theoretical innovation to real deployability, real execution, and real performance. Among the participating teams, AOT Matrix stood out with advanced AI-driven quantitative capabilities. Through its V4.4 dual-brain architecture, the system achieved end-to-end optimization — from core logic to execution — reflecting the platform’s dual emphasis on innovation and real-world performance.