Models die in notebooks. That is the hard truth of this industry.

My value isn't just knowing the math behind a Neural Network; it's knowing how to wrap it in Docker, track it with MLflow, and serve it via Next.js without it crashing under load.

I don't just build algorithms. I build products. I bridge the gap between "it works on my machine" and "it works in production."

I believe in controlled chaos. Whether it's the polyrhythms of System of a Down or a distributed system architecture, complexity requires orchestration.

• Tools: I use Arch Linux and Neovim not for "clout," but because I need to strip away the abstraction and understand exactly how the metal screams.
• Mindset: Like Pantheon, I don't fear the mountain. The 7th semester, the failing pipelines, the memory leaks—they are not obstacles. They are the path.