01 / The pathway

Understand what AI changes.

Start with the systems, then examine what they change: tasks, occupational boundaries, skills and decisions.

Practical foundations

01
Guide
Understanding artificial intelligence at work.
A clear introduction to AI systems and large language models: how they work, training, capabilities, limits, risks, benchmarks and the goal of AGI.

01
Reading
Is AI redrawing the boundaries between occupations?
AI-enabled task crossover can broaden autonomy, but can also change workload, teams, professional values and job security.
02
Reading
What happens to engineering when AI writes code engineers no longer understand line by line?
AI shifts engineering expertise from detailed code production towards architecture, evaluation and supervision. What does that change for work?
03
Reading
What happens when AI becomes the manager?
An experiment with five employees illustrates agentic management and its implications for occupational health.

Published on 11 November 2026.