Teaching AI under the Watchful Eye of Brussels: Reflections from a Berlin Instructor

Sunday Reflection — 2026-10-04

Last week, I was halfway through prepping a hands-on facial recognition lesson when the new checklist landed in my inbox. Every pixel flagged. The module was out. "High-risk," the memo read. EU AI Act compliance. Six versions of the consent form, new lines in the syllabus, a polite note to steer clear of live biometrics in class. Two years ago, I wouldn’t have thought twice. Now, I’m counting risk points and debating legal grey zones with HR, not other engineers.

mermaid flowchart LR A[Brainstorm Project] --> B[Check for Risk Level] B --> C{High-Risk Technology?} C -- Yes --> D[Seek Approval & Extra Docs] C -- No --> E[Proceed as Usual] D --> F[Legal/HR Input] F --> G[Possible Redesign or Abandon] E --> H[Run Project in Class]

Some of this is sensible. We aren’t in 2019 anymore, scraping every open dataset we fancy. Every group project now starts with a compliance scan — have we got explicit opt-in? Are the data sources approved? I’m fielding questions from students about why their initial idea died in a team meeting, not because it was technically unsound, but because it was flagged as "unacceptable risk." The more practical the project, the longer the checklist. And yes, some of my sharper students are openly frustrated. They came here to build, not to fill out another disclosure sheet.

Reminds me uncomfortably of early project management days in the UK Army. Building a bridge was rarely just building a bridge. There were always new forms, new rules, fresh warnings from HQ. Preventable accidents went down. But so did field improvisation — the thing that kept us sharp when the real world didn’t match the paperwork. Good intentions on paper can choke momentum on the ground. I see some of that now in my classroom. We do need guardrails, especially with the kind of models coming out these days. But there’s a risk we train a new generation to fear grey areas rather than work with them responsibly.

Maybe this is the compromise. Europe gets safety and slower fires, students get a taste of real-world bureaucracy sooner. But if we’re not careful, we end up with compliant developers who are less useful at the hard edge. Worth asking: when the rules change faster than the syllabus, who actually learns?