Recently, the community has been in an uproar – can AI really handle trading?

To be honest, the question itself is already off track.

AI trading has never been about whose model is better. What truly makes the difference is how you build the system.

Those who have played with quantitative trading or worked as market makers understand: a reliable trading architecture must clearly separate modules such as signal capture, risk control logic, order execution, position management, and real-time monitoring. Each link should perform its own function without interfering with others.

A model? That's just one of the gears.

Don't be fooled by the three words "large model"—the underlying structure is the key to victory. If the system design is poor, it doesn't matter how strong the model is; if the architecture is solid, even a regular model can outperform Alpha.

This is the truth about AI trading.