Security · AI Governance · Engineering Education

I run the infrastructure I write about.

A production site, a private GPU inference node, and the monitoring that watches both. No team, no budget, no on-call rotation, and a duty of care over minors' data. I write up the incidents and the controls, including the ones that were missing.

Written from primary sources. Every claim traces to something recorded.

Incident response, end to end • Private LLM inference • NIST AI RMF in practice • NASA HUNCH mentor

Classroom work

The teaching side lives somewhere else.

Curriculum, lesson materials, and everything student-facing is at STEMageddon. This site is the practitioner side: what I build, what broke, and what I learned closing it.

Visit STEMageddon