Responses that should take seconds are taking minutes. Learning that should take hours is taking weeks. And this is just the lightweight Prototype. Pure GPU dependency.

Unlock its full potential with computational power—GPUs for training—and the result is inevitable:

Trained on decades of financial data, spanning hundreds of companies and instruments, it will move beyond raw information—developing a deep, adaptive intelligence capable of interpreting market behaviors, anomalies, and patterns at an unprecedented level. Even at the PoC stage, Student 1.0 will be an asset powerful enough to receive million-dollar bids.

Hedge funds, financial institutions, and top trading firms will want it—not just to use it, but to own it.

Nothing is out of reach. With the right power—top-tier data and industrial-grade GPUs—this intelligence becomes limitless. It scales infinitely, learning from every signal, every variable, every market pulse—refining itself beyond human capability.

This is not a tool; it’s a system designed to uncover the hidden cause-and-effect patterns driving the financial world. Patterns no one has ever seen before. And for those who use it, the Bears and the Bulls will have nothing on them.