I bring 10+ yrs experience navigating highly regulated spaces. I developed and launched AI-enabled tools for US gov and private sector, gaining firsthand experience with the rigorous scrutiny that comes with adopting AI solutions. I developed and scaled a hardware technology to replace nuclear gauge testing in the construction industry during my PhD, saving States $Ms that resulted in publishing an ASTM international standard.