Teaching AI under Scrutiny: How the EU AI Act Is (Already) Changing My Classroom and Client Conversations

Sunday Reflection — 2026-06-21

This week in Berlin, a software engineer-in-training asked a question I didn’t hear last year: “If we build this, are we allowed to ship it to clients?” Not “Can we?” — “Are we allowed?” It’s become the most common phrase in my AI classroom. The EU AI Act isn’t waiting until its full rollout in three years. It’s already settling into every discussion, whether we’re talking code or use cases. I’m adapting the course plan every month. I have to, because the legal ground keeps shifting under our feet. Last year, I taught risk and fairness as if they were technical topics. This year, they’re legal risk assessments with real consequences. My students used to ask for help training models. Now they want templates for model documentation and ideas for audit trails.

mermaid flowchart TD A[Client wants AI solution] --> B[Discuss technical options] B --> C{EU AI Act requirements?} C -- Yes --> D[Explain compliance steps] C -- No --> E[Old approach: prototype fast] D --> F[Prioritise documentation, audit trail] E --> F F --> G[Deploy or wait for green light]

With consulting clients it’s even starker. On Thursday, I ran a demo for an SME just outside Magdeburg. Normally, I’d walk them through the flow with their own data. This time, the CEO stopped me five minutes in. He’d just attended an EU AI Act briefing. His main concern: “Can we prove, if someone asks, exactly how this decision was made?” Suddenly the demo turned from code to compliance. We spent the next hour outlining which parts of the system would need documentation, governance, and—his word—‘explainability.’ Five years ago, these meetings were about speed, price, and results. Now, people want to know how much risk they’re buying with their solution, and who carries it if something goes wrong.

I remember in the Royal Engineers, building a bridge under fire. The written plan rarely survived first contact, but it helped us think straight when things were uncertain. The EU AI Act isn’t just paperwork: it’s a new set of plans that force everyone to think ahead. Is it sensible? The jury’s out. But for anyone teaching or delivering AI work in Europe, ignoring it just isn’t an option anymore. The classroom and the client room have both become a bit quieter, more careful, and—sometimes—more honest.