Explanation is now cheap, fast and, on a well-defined topic, better than a good lecture.

AI agents don’t just automate tasks faster — they change who is allowed to hold a job, sign a contract, or set a price. That reframe forces a rewrite of the growth question, not a footnote to it.

Every serious move Czech Technical University could make on AI in teaching, scored on evidence quality, structural depth and expected outcome — ranked, sequenced, and with the weak ones named as weak.

The agent architecture, data layer and operating model that will actually run teaching at a technical university — the human roles it requires, the engineer it produces, and the six ways it fails.

Four supply-side scenarios, one demand-side reframe, and why the aggregate forecast you’ve been shown is probably hiding the number that matters

A Playbook for Training 32 Values by Experience