Sources and limitations

Research Library

The evidence behind Life in the AI Age, translated into plain language without hiding the uncertainty.

Labour-market evidence

Employment, hiring, earnings, hours, job postings, and career-entry patterns.

Task and usage evidence

What AI systems are used for, which tasks they touch, and where exposure is mistaken for elimination.

Productivity evidence

Controlled experiments and field studies—including results where AI helps, does little, or makes experts slower.

Library status

The internal research library is active. Public source notes will be added alongside the first field guides so each conclusion can be traced to its evidence and revision date.