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AI verifiers are getting better and cheaper at finding errors in research papers

AI verifiers are getting better and cheaper at finding errors in research papers
This is a lovely visualisation from Project APE at the University of Zurich’s Social Catalyst Lab, tracking how good AI verifiers are at finding deliberately planted errors in AI-generated research papers, and how much it costs to find them. Models released over the past 18 months went from finding about 4 in 10 errors to finding almost all of them, while the cost of finding roughly three-quarters of the errors fell about 1,000×, from $2.50 per paper for an August 2025 released model to $0.0025 with the latest models.

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digital minds sprint

Notes from the Apart Digital Minds sprint and the case for a guided platform

TL;DR: I took part in Apart Research’s Digital Minds sprint in August and learnt a lot. It was my first attempt at doing this kind of work. AI tools made it surprisingly easy to set up and run [poorly designed] experiments on how models describe their own preferences and experiences, but the model’s advice about

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Latest issue of PubTech Radar

PubTech Radar Scan: Issue 43

🚨 New issue of PubTech Radar is out: https://substack.com/@pubtechradar/p-202950318. Contents include: 📰 News: PLOS’s move to Janeway for submissions, Google letting publishers opt out of AI Overviews, Company of Biologists’ Fast & Fair trial cutting peer review decisions from 37.7 days to 5.5. BookStories (‘openscience.works), one of seven projects on the Dutch “Renew the Book 2026”

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TAIS OXFORD

TAIS 2026: From model behaviour to system safety

TAIS 2026 was a one-day conference held at Oxford’s Examination Schools on 14 May 2026, organised by the Oxford Martin AI Governance Initiative and Noeon Research. It brought together researchers working across technical AI safety, governance, evaluation, autonomous systems and international cooperation. The meeting covered how models reason, scheming evaluations, autonomous agents, formal verification, human

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Event write up

AI in Peer Review: Highlights from the AI Publishing Collective Meetup

The recent AI Publishing Collective event at BCS London, hosted by BCSWomen, and BCS Publishing, brought together experts from across scholarly publishing to discuss how AI is shaping peer review and research integrity. AI + Preprint = The End of Journals? Chris Leonard opened the evening with a thought experiment: what would happen if we

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30 People to Follow at the Intersection of AI and Academic Publishing

These 30 people are navigating AI’s impact on academic publishing from the front lines. Whether they’re technologists experimenting with new workflows, librarians exploring new research assistants, or commentators tracking industry shifts, they’re openly documenting what works, what doesn’t, and what’s coming next. This living list captures people actively wrestling with these changes and writing about

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Connecting ideas

Who are the new intermediaries?

David Worlock’s new article, AI and Publishing: Death, Revolution – or Oblivion? raises some interesting points. I’m no longer convinced that ‘disintermediation’ is the right framing for what’s happening in the ‘marketplace for information’. It feels more likely that we’re entering a new phase of intermediation, which is less visible but shaped by different actors.

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Event write up

Event Recap: AI in Publishing

Cambridge AI and the AI Publishing Collective hosted a joint meetup on ‘AI in Publishing’ at Fora Folgate Street on May 14. It was fantastic to see such a strong turnout from across the Publishing, AI, and Tech communities. 1. Ivy Cavendish (Springer Nature) Ivy Cavendish opened the evening by asking an important question: When

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