How the monitored publications were assessed

Discourse valence across every scored item: what the sampled sources published and how independent models read it. It is not a measure of public opinion, not a measure of the state of the world, and article volume is not agreement.

33 items read as adverse

• Mirror publisher to cut 220 editorial jobs as readers turn to AI summaries
  -64 The Guardian: Artificial Intelligence 2026-09-16 low agreement · ±55
• Students fear AI is about to kill their future
  -63 Financial Times: Artificial Intelligence 2026-10-25 low agreement · ±55
• Rightwing ‘great replacement’ fears mask tech's real great replacement | Jason Stanley
  -62 The Guardian: Artificial Intelligence 2026-10-06 low agreement · ±65
• The Capability Transfer: Cohort Reversal, Codified Expertise, and the Adaptability Tax of AI Transformation
  -62 arXiv cs.CY (Computers and Society) 12d ago low agreement · ±55
• Digital Labor Platforms as Infrastructure of Extractivism
  -62 arXiv cs.CY (Computers and Society) 2026-09-30 moderate agreement · ±28
• When AI Enters the Workplace, Who Faces Greater Risks? A Gendered Analysis
  -61 arXiv cs.CY (Computers and Society) 2026-09-21 low agreement · ±65
• Tesla workers balk at training Optimus humanoid robots as replacements
  -60 Ars Technica: AI 2026-09-25 low agreement · ±78
• Navigating the Changing Landscape of Online Knowledge Consumption and Production in the Age of Generative AI: Evidence from Stack Overflow
  -56 arXiv cs.CY (Computers and Society) 2026-10-01 low agreement · ±90
• Australians are yet to see the benefits of AI and datacentres – and US midterms show they could be political kryptonite
  -52 The Guardian: Artificial Intelligence 3d ago low agreement · ±65
• AI evaluators favor job applications written by certain AI models, independent of candidate quality
  -52 arXiv cs.CY (Computers and Society) 6d ago moderate agreement · ±25
• Big AI is trying to own the pathway to work. Universities shouldn’t play along | Ella Hafermalz
  -51 The Guardian: Artificial Intelligence 2026-09-17 moderate agreement · ±35
• I watched a humanoid robot clean my apartment. It felt like a taste of the future.
  -50 MIT Technology Review: AI 2d ago single model
• The hidden cost of flexible work in academia: women do more parenting
  -50 Nature 3d ago single model
• Trump declares robot imports a national security threat
  -50 Ars Technica: AI 10d ago single model
• What is it like to work when your co-workers are AI agents?
  -50 The Guardian: Artificial Intelligence 10d ago single model
• China’s villages pay the price for Beijing’s AI ambitions
  -50 Financial Times: Artificial Intelligence 2026-10-20 single model
• Tell us: have you been monitored or assessed by AI at work?
  -50 The Guardian: Artificial Intelligence 2026-10-08 single model
• Student Use of LLMs and the Limits of AI-Generated Question Difficulty in Data Science Courses
  -50 arXiv cs.CY (Computers and Society) 2026-09-24 single model
• AI is generating a new wave of US populism. It could be a tipping point | Robert Reich
  -50 The Guardian: Artificial Intelligence 2026-09-22 single model
• BurnRiSc: Toward Non-Invasive Burnout Screening in Open Source from Public Repository Signals
  -50 arXiv cs.CY (Computers and Society) 2026-09-18 single model
• Prepared Or Unprepared? Evaluating Healthcare Workforce Readiness for Clinical Adoption of Artificial Intelligence in Nigeria
  -50 arXiv cs.CY (Computers and Society) 2026-09-17 single model
• AI-Driven Feedback Systems, Digital Labour, and Silent Quitting: Transforming African Workplaces
  -50 arXiv cs.CY (Computers and Society) 2026-09-16 single model
• Self-driving cars should be taxed to offset job losses, thinktank urges
  -50 The Guardian: Artificial Intelligence 2026-09-11 single model
• The AI industry is booming. Women are getting left behind
  -41 The Guardian: Artificial Intelligence 2026-10-04 low agreement · ±155
• Welfare-Opaque Income: Taxation under AI-Agent Delegation
  -40 arXiv cs.CY (Computers and Society) 2026-09-18 low agreement · ±100
• It’s time to block reckless AI IPOs and tax billionaires | Naomi Klein and Ilana Glazer
  -33 The Guardian: Artificial Intelligence 6d ago low agreement · ±50
• China’s block on SoftBank deal fires the starting gun on the robot wars
  -31 Financial Times: Artificial Intelligence 2d ago low agreement · ±60
• The future of the firm
  -30 OpenAI 11d ago low agreement · ±110
• AI boom obscuring global trade disruptions, warns WTO chief
  -30 Financial Times: Artificial Intelligence 2026-09-17 single model
• Is a job guarantee the solution to mass AI unemployment?
  -27 The Guardian: Artificial Intelligence 2026-10-23 low agreement · ±70
• Is Universal Basic Income the Answer to A.I.-Fueled Job Losses?
  -26 The New York Times: Technology 2026-10-12 low agreement · ±110
• Detecting Deceptive Recruitment: A Signal-theoretic Machine Learning Framework for Early Identification of Labour Exploitation
  -25 arXiv cs.CY (Computers and Society) 2026-09-18 low agreement · ±145
• California’s new laws target workers’ biggest fear of AI taking their jobs
  -22 The Guardian: Artificial Intelligence 2026-10-03 low agreement · ±128

Across the whole window

The two tables below describe every item in the last 365 days under employment. They are deliberately not narrowed by the reading filter (currently adverse), because a mean taken only over items already selected for their score would just restate the filter.

By topic

By source

A source's mean says how the items it published were read. It is not a rating of the source.