Reading · Selection

Track what is changing.

A selection of articles, studies and field reports for tracking how AI transforms occupations, organisations and working conditions over time.

12selected texts07reading angles2025—evolving collection

Selected readings

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12 texts shown

01 / 12

Analysis · AI safety · Occupational health

Three researchers, six days, 1,200 agents: is occupational health an AI safety issue?

Code review, model evaluation, incident investigation and speaking up: working conditions shape the quality of human checks on frontier AI.

02 / 12

Analysis · Agentic AI · Psychosocial risks

Approving without being able to verify: what risks do people supervising AI agents face?

Dr Charles Broutin · Drawing on Margaret Mitchell, Avijit Ghosh and Samir Passi

Approval fatigue, deskilling and responsibility without control: supervising AI agents is a work activity with its own psychosocial risks.

03 / 12

Analysis · Engineering · Skills

What happens to engineering when AI writes code engineers no longer understand line by line?

Dr Charles Broutin · Drawing on Zhenfeng Cao and a field account from SemiAnalysis

Expertise does not necessarily disappear: it shifts from detailed code production towards architecture, evaluation and supervision of the outcome.

04 / 12

Analysis · AI work · Psychosocial risks

Are the people building AI exposed to particular psychosocial risks?

Dr Charles Broutin · From a Business Insider investigation

Threatened expertise, partial autonomy, conflicts of values, intensity and a high cost of leaving: five tensions in a combination of risks that remains poorly documented.

05 / 12

Analysis · Agentic AI · Occupational health

When AI agents never sleep, can humans still switch off?

Dr Charles Broutin

Faster agents can also accelerate the pace at which humans must decide, supervise and respond, intensifying hyperconnectivity and difficulty disengaging.

06 / 12

Analysis · Agentic management · Occupational health

What happens when AI becomes the manager?

Dr Charles Broutin · From an Andon Labs experiment

Five workers were recruited, scheduled and managed by AI agents, shifting the issue from algorithms operating in the background to AI placed directly in authority.

07 / 12

Publication · Scientific research

Ten advances in mathematics and theoretical computer science

OpenAI

Ten results produced by an internal model on open research problems illustrate the shift from AI as a researcher’s assistant to AI as a direct producer of knowledge.

08 / 12

Analysis · Occupations · Psychosocial risks

Is AI redrawing the boundaries between occupations?

Dr Charles Broutin · From Work at the Frontier

Task crossover may broaden autonomy while changing workload, teams, professional values and job security.

09 / 12

Analysis · Meaning of work · Psychosocial risks

What happens when AI reaches the heart of an occupation?

Dr Charles Broutin · From The Dark Night of Mathematics

A mathematician’s account reveals tensions involving meaning, recognition and expertise before employment disappears.

10 / 12

Analysis · Deployment · Real work

Is high-performing AI enough to improve work?

Dr Charles Broutin · From Misperceiving the Frontier

Effects differ across tasks and workers; uniform expectations can move pressure onto workers instead of redesigning deployment.

11 / 12

Policy essay · Anticipation

Policy on the AI Exponential

Dario Amodei

AI capabilities may be advancing faster than political institutions, requiring anticipation of effects on security, employment, taxation and civil liberties.

12 / 12

Essay · Political economy

The Intelligence Curse

Luke Drago & Rudolf Laine

If AI largely replaces human labour, individuals could lose political and social bargaining power while capital and power concentrate.