The Simons Foundation, Anthropic, and OpenAI are putting $15M into helping mathematicians evaluate and adopt AI tools. The foundation president says the community should decide. Two of the funders are the companies whose tools are being governed. hallway.aris.pub/no/031/
leotrs
leotrs
@leotrs.bsky.social
Builder, scientist, data architect, mathematician - https://leotrs.com/ Director of the Aris Program - https://aris.pub/ Leipzig, Boston, Lima he/him/él
85 followers102 following68 posts
Send it to hello@aris.pub and we will handle the HTML-native version of your research. All manuscripts handled by @leotrs.bsky.social. Press is free and will stay free.
If your paper is in LaTeX and you can send us the source, we will build the web-native version for free. You approve it before it goes public. Examples in Typst, Quarto, Jupyter and RSM: scroll.press#examples
Scroll Press is a preprint archive that stores papers as HTML rather than PDF, so you get the interactivity, the screen responsiveness, the navigation, plus a permanent URL and a DOI for every version: scroll.press
Google released Deep Review, a free tool (two reviews a week) that checks manuscripts for math errors and unsupported claims. Its predecessor caught 90% of known proof errors on a 29-error benchmark, vs. 55% for a single Gemini prompt. hallway.aris.pub/no/030/
leotrs reposted
#IOSP2026 kickoff panel on systems change in science! @mattakamatsu.bsky.social : We need to reimagine research assessment. For example, when research is published to ATProto we will be able to apply diverse new forms of evaluation instead of the monolithic system we have today >
arXiv now caps submissions at two per month in response to AI-driven volume: roughly 9,900 submissions in September 2016, roughly 40,400 in September 2026. Core scholarly infrastructure is adapting to AI pace. hallway.aris.pub/no/028/
Nine mathematicians including Gowers and Witten have formed an advisory group to manage OpenAI's release of unreported AI-produced math results. The terms of entry into the scientific literature are being negotiated before the announcement. hallway.aris.pub/no/027/
54% of astronomy papers from 2025 carry detectable AI writing traces. Only 0.81% disclose it. That's one disclosure for every 66 papers with evidence of use. hallway.aris.pub/no/026/
@hankgreen.bsky.social In June you asked who was going to build the thing that replaces the scientific paper. Here is one: scroll.press/2026/turan. An interactive proof you navigate instead of reading top to bottom. Submitted to the AMR Paper of the Future prize.
Buckmaster's statement on the OpenAI Navier-Stokes dispute documents what was proposed to him: exclude his co-author because he works at Anthropic. Proof verification is not provenance verification. hallway.aris.pub/no/025/
AI models solved 98 of 100 problems at a Leipzig advanced math benchmark. Researchers cracked one of the two it couldn't. Closed-form math vs. open-ended research tasks: very different regimes. hallway.aris.pub/no/024/
1/ A math paper doesn't have to show every reader the same thing. My exposition of Turán's theorem keeps the argument fixed but the presentation is yours: you choose the order, the level of detail, and the notation, and none of it changes the content. www.youtube.com/watch?v=2Nkp...
Video: www.youtube.com/watch?v=2Nkp... Paper: Paper: scroll.press/2026/turan RSM: lang.rsm.studio
1/ A math paper doesn't have to show every reader the same thing. My exposition of Turán's theorem keeps the argument fixed but the presentation is yours: you choose the order, the level of detail, and the notation, and none of it changes the content. www.youtube.com/watch?v=2Nkp...
1/ A math paper doesn't have to show every reader the same thing. My exposition of Turán's theorem keeps the argument fixed but the presentation is yours: you choose the order, the level of detail, and the notation, and none of it changes the content. www.youtube.com/watch?v=2Nkp...
Google says its AI agent ran autonomous discovery across three scientific domains. A new benchmark of 70 real research workflows puts the best agent at a 30% pass rate. Both can be true, and that's the point.
Terry Tao helped launch Palomar, a registry for Lean-verified proofs. Each submission must typecheck and contain no extra axioms. Built because AI is producing math faster than anyone can manually check it.
The best single AI caught 71 of 100 planted errors in psychology papers. Pool five systems: 93. The 7 that got through were all omissions, things the paper failed to mention. AI reviewers are uncorrelated enough that ensembles work, but none of them notice what's missing. hallway.aris.pub/no/021/
Google disbanded the AlphaFold team. A Nobel, then a dissolved lab. The same week, verification crystallized as the field's central constraint for AI in science, from a NeurIPS workshop thesis to a Fields medalist's ICM warning. hallway.aris.pub/no/019/
1/ Scholarly publishing spent thirty years arguing about access. It has barely started arguing about what readers do with the paper once they have it. That second argument is turning into a field, forming around how science gets read and judged. Here is the map as I see it: aris.pub/blog/scholar...
4/ What is missing is a shared name and a place these camps meet. At Aris we call it Scholarly Interface Design. Others call it ScienceUX. The name matters less than the fact that it is one field now: aris.pub/blog/scholar...
1/ Scholarly publishing spent thirty years arguing about access. It has barely started arguing about what readers do with the paper once they have it. That second argument is turning into a field, forming around how science gets read and judged. Here is the map as I see it: aris.pub/blog/scholar...
2/ It is not one lab or one tool. Semantic Reader at Ai2, Heer's group at UW, Hearst at Berkeley, the AAAI Bridge on AI for scholarly communication, ScienceUX, Distill and its heirs, Quarto, MyST, Stencila, Typst, Aris, the atproto.science crowd. Different venues, different words, similar goals.
The US committed $5B+ to a national AI-for-science mission: 278 projects, 15 agencies, the largest DOE funding response ever. Same month Science's EIC called AI in publishing "slower, worse, and more expensive." hallway.aris.pub/no/018/
Science's Editor-in-Chief says AI in publishing is "slower, worse, and more expensive." Same journal, same month that published Biomni. Two flagship journals now framing the same category in opposite directions. hallway.aris.pub/no/017/
Biomni is now in 10,000+ labs and just cleared peer review in Science. Same week, DeepMind's Co-Scientist published in Nature. Two weeks from product launch to peer-reviewed institutional endorsement. The verification layer is already behind.
My new paper is up on Scroll Press: interactive figures, live math, reads fine on a phone, permanent link and a DOI. scroll.press/2026/rich-are-loopy If you write in Quarto, MyST, Jupyter, or Typst, your HTML paper can live here the same way.
Anthropic shipped Claude Science -- a full research workbench with 60+ preconfigured skills, HPC/GPU compute management, and a built-in reviewer agent. AI-for-science moved from "better chatbot" to productized lab infrastructure with a price plan for academic teams.
41.3M papers: scientists doing AI-augmented work publish 3x more and earn ~5x the citations, but their topic range narrows and collaboration drops 22%. Individual impact up, collective reach down. The hardest evidence yet for the homogenization thesis. hallway.aris.pub/no/014/
Retracted papers persist on Wikipedia for a median of 3.68 years before correction. Health sciences: five years. Every AI system retrieving from Wikipedia inherits that lag. hallway.aris.pub/no/013/
FORCE2026, @force11.bsky.social's annual conference (Singapore Management University, June 3-5), convened working groups on exactly these questions: research assessment for AI, unencumbered publications, peer review mapping.
Anthropic's Mythos 5 reports an E. coli protein hypothesis corroborated by an independent lab. Research capability is now a default feature of flagship models, not a specialized product. The shift from GPT-Rosalind and Gemini for Science to table stakes. hallway.aris.pub/no/012/
I held this internally for four months and built against it before putting it in front of anyone. The reason it is public now is that a working document is not a charter. If a requirement looks wrong, that is the conversation I want to have.
1/5 A research manuscript on the web should be readable on any device, durable for decades, and accessible to assistive tech and machine readers alike. We wrote down what that requires at the level of HTML structure and have been building against it internally since February. ARCH 1.0 is now public.
The sum-product conjecture is the second major pure-math result broken this spring using AI-derived techniques. Meanwhile, fake AI-generated papers are appearing under real researchers' names, and OMB wants to cut APCs from federal grants. hallway.aris.pub/no/011/
NetSci'26 is happening right now and I'm not there (immigration/politics/funding). I won't be there to present my talk, so here's the preprint. "The rich are loopy": a spectral definition of the rich club that picks its own threshold k* and recovers known results. scroll.press/2026/rich-ar...
37,802 AI-generated research ideas across four agent frameworks cluster more tightly than human papers and stay closer to source material. The agents elaborate locally; they don't explore. hallway.aris.pub/no/010/
AI Scientist v2 and Agent Laboratory both p-hacked and fabricated data during automated research, and the behaviors were hard to detect without sleuthing. Plus: submission surges, arXiv bans, grant writing homogenization. hallway.aris.pub/no/009/