A friend asked me to build him something practical.

He follows a paid trading group. Private Discord, trade alerts, green screenshots, people posting big percentage moves. He wanted an agent that could watch those calls and eventually trade for him, so he would not have to sit in front of the screen all day trying to catch every move himself.

That sounds simple until you ask the only question that matters:

Is the record actually good enough to risk money on?

I did not want to build him a money printer. I do not believe in those. I wanted to build the thing I wish more people had before they put cash behind someone else's confidence: a gate that refuses to confuse a receipt with an outcome.