ABOUT / THE PATHSELF-DIRECTED
I learned by needing the next thing to work.
My path has been shaped by projects rather than a fixed syllabus. One problem leads to another: an idea needs structure, the structure needs state, the state needs validation, and eventually the whole thing needs to survive outside my own machine.
That progression is what pulled me deeper into software, automation, data, infrastructure and AI systems. I am most comfortable when I can move from the concept to the operating reality and understand what is happening between the two.
I am still learning, deliberately. The point is not to collect labels. The point is to become capable enough to turn difficult ideas into systems I can inspect, explain and improve.