MIT study: AI solves far more theoretical science problems; physics seen as next
An MIT study reports the best AI models went from solving about 2% to about 35% of theoretical problems in several fields between mid-2024 and mid-2026. Coverage also looks at how far AI may reach into physics.
1 / 2
The story, neutrally told
Left · 1Wired reported that MIT researcher Neil Thompson, who studies progress in computing and AI, and colleagues found that the best AI models went from correctly solving about 2 percent of theoretical problems in several fields in mid-2024 to about 35 percent in mid-2026. WiredLC “Between mid-2024 and mid-2026, the study shows, the best AI models went from being able to correctly solve about 2 percent of theoretical problems in these fields to about 35 percent of such problems.” Read at Wired ↗ Left · 1The fields named as possibly next to be affected are probability, statistics theory, economic theory, high-energy theory, gravitation and cosmology, and quantum physics. Thompson said, "Within just a few years, we expect a lot of theory questions to be totally transformed in terms of AI's ability to do them." WiredLC “probability, statistics theory, economic theory, high-energy theory, gravitation and cosmology, and quantum physics may be next”““Within just a few years, we expect a lot of theory questions to be totally transformed in terms of AI's ability to do them,” says Thompson.” Read at Wired ↗ Left · 1The study, by Thompson, PhD student Gabriel Manso and research scientist Claudio Mayrink Verdun, used problems from research papers posted between December 2025 and May 2026 and tested OpenAI models from o1 to GPT-5.5. Solutions appeared in papers published after the models' training cutoff, and internet access was blocked, so the models had to work out answers themselves. WiredLC “took problems stated in research papers posted online between December 2025 and May 2026, and then tested whether different OpenAI models—o1, o3, GPT-5, GPT-5.1, GPT-5.4, and GPT-5.5—could solve them.”“The researchers also blocked internet access, which prevented the models they tested from looking up solutions online.” Read at Wired ↗
Left · 1The study was limited to fields where models could reason without running simulations or experiments. Wired says it suggests the upheaval in mathematics may spread to other theory-heavy areas. WiredLC “the trio focused on fields in which AI models could figure things out without needing to run simulations or experiments” Read at Wired ↗ Left · 1The mathematics context, according to Wired, includes OpenAI's claim last month that an unreleased model solved the Navier-Stokes challenge, which was disputed by an NYU mathematician who accused OpenAI of gazumping them. Some mathematicians have since called for limits on AI use. WiredLC “a mathematician at NYU— who had been working with another academic associated with Anthropic—accused OpenAI of gazumping them after learning of their progress.”“Some mathematicians have called for limits on the use of AI, warning that the process of solving problems is often as useful as having the final answer.” Read at Wired ↗ Left · 1Manso said people will still be needed to generate ideas and verify results, since a model can wrongly claim a right answer; Wired notes OpenAI withdrew several solutions from its latest dataset after publication. WiredLC ““We are still going to need people to generate good ideas to connect the dots,” says Manso.”“(OpenAI, in fact, withdrew several solutions in its latest dataset post-publication.)” Read at Wired ↗
Centre · 1New Scientist reported that Yale's John Sous believes AI is underrated at physics because of flawed tests: models scored as low as 30 per cent on six physics benchmarks, but after errors and ambiguous definitions were corrected, scores reached as high as 94 per cent. New ScientistN “Cutting-edge models have previously scored as low as 30 per cent on six different tests designed specifically to assess AI’s ability on tough physics problems”“Once corrected, scores soared to as high as 94 per cent.” Read at New Scientist ↗ Centre · 1Sous said AI may be very good at anything well defined, but it is unclear whether it can do the full job of a theoretical physicist, which he called a creative process, in the fuzzy, cutting-edge parts of physics. New Scientist adds that mathematics has advanced faster partly because formalisation lets AI check its answers, which is far less developed in physics. New ScientistN ““Can AI really take the next step and do the full job of a theoretical physicist? Do end-to-end research: define, create, explore, test? The picture is not clear yet.””“While some advances have been made in using formalisation to test physics, it is early days in comparison to mathematics.” Read at New Scientist ↗ Centre · 1Yale's Logan Wright said AI is already used in experiments where inputs and outputs can be computer controlled. His lab uses Anthropic's Claude to control laser pulses on a rubidium atom, with experiments running overnight that match about a week of human work. He expects this to work only in constrained domains and noted a debate over whether results nobody understands count as science. New ScientistN “The researchers use Anthropic's AI Claude to control the laser pulses and gather data on their effects.”“such experiments can run overnight and complete as much work as a human would in a week”“there's a debate about does it count as science if we get a result that we don’t understand anything about” Read at New Scientist ↗
Every sentence links to the reporting it rests on. The pill in front of each says where its sources sit: Left, Centre or Right when one side supplies at least half of them, Mixed when they are evenly split. The number is how many outlets it cites.
Left1 outlet
- Framing
- Newsletter-style piece on an MIT talk and study, framed as AI 'coming for' the rest of science after math.
- Emphasis
- The jump from about 2% to about 35%, the study's method, the Navier-Stokes controversy and the math crisis, and the need for verification.
- Leaves out or plays down
- Does not discuss physics benchmark flaws or AI-run experiments.
- Charged language
- “AI Came for Math”“rocked the math world”“crisis in the field”
Centre1 outlet
- Framing
- Explanatory report asking whether physics is next, weighing optimism against open questions.
- Emphasis
- Flawed benchmarks hiding AI ability, the limits of fuzzy frontier physics, formalisation, and AI-run lab experiments.
- Leaves out or plays down
- Does not cite the MIT study's figures or its other fields.
- Charged language
- “turned upside down”
- For example
-
“Until now, AI has had limited impact on other areas of science, but there are signs that physics may be about to experience a similar upset.” — New Scientist
“The picture is not clear yet.” — New Scientist
Right0 outlets
No right outlet in our sources has covered this story yet.
What every side reports
- AI has made rapid progress on mathematical problems and may be about to affect physics and other theory-heavy fields.
- Human experts are still seen as needed for creative ideas and for verifying AI results.
Where accounts differ
-
How far AI can go in physics
- Left
- Wired relays MIT's view that theory questions in several fields will be transformed within a few years.
- Centre
- New Scientist stresses uncertainty: AI may excel at well-defined problems, but whether it can do end-to-end theoretical research is unclear.
Left1 article
-
WiredLC ·
AI Came for Math. Now It’s Chasing the Rest of Science
Alarmist Presents MIT's findings as evidence that several theory fields are about to be upended, with caveats on verification.

Centre1 article
-
Will physics be the next field to be turned upside down by AI?
Mixed Presents signs that physics may be transformed while stressing the limits in creative, poorly defined research.

Right0 articles
No coverage yet.
- 14 Oct 19:15 First WiredLC AI Came for Math. Now It’s Chasing the Rest of Science
- 16 Oct 07:00 +35h 45m New ScientistN Will physics be the next field to be turned upside down by AI?
Times are when each article was published, or when we first saw it if the outlet gave no time.
Ask about this story
Loading…