Chapter 6 asked whether adults who hand their thinking to AI lose some of their ability to think. This chapter asks the harder version: an adult has usually learned a task before offloading it, whereas a pupil or a new graduate is still building the skill, and if the tool removes the effort through which it is built, the skill is never formed. The dystopia here is a generation that never learned, and professions whose experts are not replaced because the work that made experts has been automated.
The chapter tests T8 The machine that stops, and the humans who forgot, E. M. Forster's humanity that cannot act when its machine fails (33, Forster, 1909), and T9 The pleasure machine, the comfortable dystopia of Brave New World (34, Huxley, 1932) and WALL-E (43, Stanton, 2008), in which ease hollows out capability. Education is where the two meet, because learning is the one activity in which removing the effort can remove the result. The evidence points two ways at once, and design, pedagogy and assessment decide which way an institution goes.
Table 7.1: The two paths in steps.
Primary topics explored
- Desirable difficulty
- The evidence from classrooms
- Children and young people
- The apprenticeship problem
- Assessment after generative AI
- Guidance and law
About AI Threat
AI Threat is Book 5 of The Transformed Architecture. It investigates whether the dystopias of science fiction, with AI as the threat, are coming true. It covers every scale of the threat, from the human mind and society to misuse, machines beyond control and the end of the world, stages every debate constructively, and turns the verdict into what individuals, European enterprises and public authorities can do.
It builds on the conclusions of Architecture as Code, AI Governance, AI Platform and Security and AI Red Team.
Boards, chief risk officers, CISOs, AI governance leads, architects and public-sector leaders.
Gunnar Nordqvist
Conceived, directed and published the books of The Transformed Architecture.
Continue with the full chapter
Chapter 7: Learning Without Struggle: Education, Children and Skill Formation in AI Threat gives the detailed explanations, practical examples and implementation patterns behind this summary.
This whitepaper belongs to “The Human Mind” and is one of 39 drawn from the manuscript.