I have been hardening enterprise systems since the era of vSphere 5, Linux 3, and Python 3. My career tracked the transition from legacy hardware to All-Flash and Software-Defined Storage. Today, I architect high-scale Python automation for Block, File, and Object storage tailored for the AI age.