I design structured GPT and prompt systems for creators, founders, and teams. Most of my work focuses on building reliable workflows that reduce trial and error and make results easier to reproduce in real world projects. I care less about flashy outputs and more about clarity, consistency, and systems that hold up when you use them repeatedly.