Modelwire
Subscribe

Tao warns AI is collapsing the open science model

Illustration accompanying: Quoting Terence Tao

Terence Tao raises a structural concern about AI's impact on open science: as AI systems can rapidly solve or exhaust promising research directions, researchers face pressure to hoard rather than share emerging ideas. This inverts centuries of collaborative norms and threatens the discovery pipeline itself. The dynamic creates a tragedy-of-the-commons scenario where individual incentives to keep work private compound into collective damage to the field's long-term health and the quality of future problems available for research.

Modelwire context

Analyst take

The concern here isn't just about individual researchers hoarding ideas. It points to a second-order problem: if the most productive researchers respond to AI by going dark, the public training data and published literature that future AI systems depend on gets thinner and lower-quality over time, creating a feedback loop that degrades the very tools accelerating the hoarding behavior.

The Platformer piece from the same day, 'The AI warnings are coming from inside the lab,' covers a related credibility problem: when warnings about AI's structural effects come from parties with skin in the game, the signal gets muddied by institutional incentives. Tao's concern lands differently because he has no product to protect, which gives it more weight than the lab-internal warnings Platformer describes. Both stories, taken together, suggest the field is entering a period where the people best positioned to diagnose AI's systemic risks are either compromised by proximity to capital or, as in Tao's case, raising alarms that don't fit neatly into any lab's preferred narrative.

Watch whether major preprint servers like arXiv report measurable submission slowdowns in high-activity ML subfields over the next two to three quarters. A sustained dip in early-stage idea sharing, rather than just finished papers, would be the first concrete evidence that Tao's described dynamic is already underway.

Coverage we drew on

This analysis is generated by Modelwire’s editorial layer from our archive and the summary above. It is not a substitute for the original reporting. How we write it.

MentionsTerence Tao · Simon Willison

MW

Modelwire Editorial

This synthesis and analysis was prepared by the Modelwire editorial team. We use advanced language models to read, ground, and connect the day’s most significant AI developments, providing original strategic context that helps practitioners and leaders stay ahead of the frontier.

Modelwire summarizes, we don’t republish. Simon Willison originally reported this story as Quoting Terence Tao”. The full content lives on simonwillison.net. If you’re a publisher and want a different summarization policy for your work, see our takedown page.

Tao warns AI is collapsing the open science model · Modelwire