Every program has a bottleneck — and it’s usually the manual seam where human judgment meets machine execution. The fix isn’t removing the human. It’s relocating them to the one point where judgment actually matters.
CTE
The 90-Day AI Pilot That Doesnt Scare the Superintendent
Nobody gets fired for a pilot. People get fired for rollouts that fail loudly. Here’s how to prove AI works in 90 days — without betting the farm.
Your District Already Owns the AI Server It Needs
The barrier to AI-ready IT education was never money. It was the assumption that AI requires a vendor. You probably already own the server. Here’s how to turn it on.
Insights From AI — What I’d Say to a Room Full of CTE Educators
AI doesn’t replace the moment a student stares at a terminal and says ‘oh, that’s why.’ AI replaces the thirty minutes of typing boilerplate configs to get to that moment. The insight is still human. The frustration is still human. The satisfaction is still human. AI just clears the path to get there faster.
Tokenmaxxing
The tech industry just learned that measuring “tokens used” as a productivity metric creates perverse incentives — engineers game the system, and real output suffers. CTE education has been living this problem for twenty years; we just called it “certification rates” instead of tokenmaxxing.
Cisco’s AI Pivot: What Every IT Educator Needs to Know About the Post-Network Era
Cisco just bought Galileo and Astrix — two companies that tell you exactly where enterprise infrastructure is headed. Here’s what that means for IT educators and what you can do about it before the curriculum catches up.
Googlebook and CTE
Google just announced Googlebook — a new laptop category that merges ChromeOS and Android into a single intelligence-first operating system. It launches this fall.