The Helm Program: Building Civic Infrastructure for the AI Workforce Transition
When You Own the School, You Can't Wait for Someone Else to Build What Doesn't Exist. A decade running a vocational trade school teaches you what breaks before systems admit they're broken.
The Pattern-Judgment Distinction - Why AI Sees Your Work Differently Than Your Resume Does
AI parses data through repeatable patterns, while humans apply judgment shaped by context, timing, and meaning. This article explores how that difference explains why algorithms read your work history, but not your working mind.
