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Browns vs. Steelers live updates, inactives, where to watch: AFC North lead on the line as Aaron Rodgers, Pittsburgh host Cleveland
Three New iPads Rumored to Launch in First Half of 2027
After announcing a new iPad mini with an OLED display earlier this month, Apple plans to release new iPad Air, iPad Pro, and entry-level iPad models in the first half of 2027, according to the latest word from Bloomberg's Mark Gurman. In his Power On newsletter today, Gurman said the next iPad Air will also feature an OLED display, while he expects the next iPad Pro to be equipped with a vapor chamber system that dissipates heat for improved sustained performance.
South Texas Health System (@stxhealthsystem)
1 likes, 0 comments - stxhealthsystem on November 1, 2026: "Develop Your Career at the Speed of Imaging: South Texas Health System is seeking talented radiology professionals to join our award-winning imaging teams across the Rio Grande Valley, including our four acute care hospitals and seven freestanding emergency departments. Take your career to the next level with the region's largest integrated healthcare network, where you'll have the opportunity to make a meaningful impact on patient care every day. STHS offers competitive pay, comprehensive benefits and sign-on bonuses for qualified candidates. Ready to bring your career into focus? Explore current opportunities and apply today by clicking on the link in our bio. #NowHiring #Radiology #STHS #RGV #EmploymentOpportunity".
Guardians Should Target All-Star Starter to Bolster Rotation
The Cleveland Guardians could look to make a splash move this offseason.
Browns RT Tytus Howard clears concussion protocol will play Sunday
Cleveland got good news on Saturday ahead of the rematch with Pittsburgh.
Cleveland Browns vs. Pittsburgh Steelers: How to watch today, start time, where to stream and more
Find out how to watch the Cleveland Browns vs. Pittsburgh Steelers game this week.
Browns roster: Underrated players so far in 2026
A few Cleveland Browns players have flown under the radar this season as a part of a much improved roster.
Technology is reshaping Chinese farms – and boosting its national security
Chinese leader Xi Jinping has doubled down on making food security a top strategic priority, on the same level as hardening China’s military or building u…
'It was just a solution!' – Ronald Araujo opens up on famous header tackle and Liverpool growth
Liverpool defender Ronald Araujo believes the team can still raise their performance levels despite winning five consecutive matches in all competitions. The Uruguayan also reflected on his famous header tackle against Brighton ahead of Sunday's clash with Premier League champions Arsenal.
Cleveland Clinic Martin North Hospital Adds Hematologist-Oncologist - Florida Hospital News and Healthcare Report
Carlos A. Cedeno, M.D., is a board-certified hematologist and oncologist with specialized training in the diagnosis and treatment of cancer and blood disorders. Dr. Cedeno earned his medical degree from […]
Cleveland Clinic Indian River Hospital Welcomes Head and Neck Surgeon - Florida Hospital News and Healthcare Report
Sara A. Sun, M.D., has joined the medical staff at Cleveland Clinic Indian River Hospital. An otolaryngologist-head and neck surgeon specializing in head and neck cancers and other surgical conditions […]
Where to watch Steelers vs. Browns today: Channel, live stream, time, TV schedule for Week 8 NFL game
First place in the AFC North is on the line as Pittsburgh hosts Cleveland. Here's when and where to tune in.
How to watch today's Steelers vs. Browns Week 8 game
Here's how Steelers fans can watch, listen and stream Pittsburgh's Week 8 matchup with the Cleveland Browns.
Steelers' Rico Dowdle looking to progress up on-ramp after injury
The Steelers are looking to take sole possession of first place in the division and avenge a Week 4 loss to Cleveland.
FOX Sports Power Rankings: Where did the Browns land in Week 8?
We have a new set of power rankings to look at ahead of Week 8.
CBS Sports Power Rankings: Where did the Browns land in Week 8?
The Browns continue working their way up power rankings ahead of Week 8.
Key Matchup to Watch for in Steelers vs. Browns
How the Pittsburgh Steelers do against the Cleveland Browns’ man coverage might be the difference in Sunday’s pivotal AFC North […]
Several Guardians Should Be Contention for Major MLB Awards
The Cleveland Guardians have candidates for both Rookie of the Year and the Cy Young Award.
Groundbreaking held for BCHS Science Wing
Groundbreaking on the construction of the long awaited Science Wing at Bradley Central High School took place Tuesday, Oct. 27.
Second alarm fire destroys Old Forge dry cleaning business
OLD FORGE – A second alarm fire leveled a commercial building on Oak Street early Saturday morning, following a collapse of part of what was a dry cleaning business. Firefighters called to the business at 307 Oak Street just after 1…
Browns preview for Week 8 matchup with the Pittsburgh Steelers
Our game preview for the Browns and Steelers in Week 8 is now live.
Browns among 'dream trades' involving a quarterback
Browns are listed as a "dream" landing sport for a backup quarterback ahead of the trade deadline.
Cleveland Browns news: Happy Halloween!
The latest Cleveland Browns news and notes from around the NFL in the October 31 edition of the Saturday Dawg Chow.
Hollywood actor and Jackie Chan collaborator dies at 75
Richard Norton, the Australian actor and stuntman who worked with Jackie Chan, Margot Robbie and Scarlett Johansson, died at age 75.
Cleveland Browns Path To The Playoffs
Welcome to my weekly Cleveland Browns rooting guide looking at the best outcomes for the Cleveland Browns. With many of the top quarterbacks in the league not being selected in the first three picks, the Browns winning games isn't a bad thing, it shows the roster is loaded and able to continue improving with another offseason. What we will cover weekly in this article: - Current AFC Playoff Games...
Jets’ Breece Hall shares inspiring message on social media
Extra perseverance should be a requirement for any member of the modern-day New York Jets, but Breece Hall has faced other challenges besides frequent losing at the NFL level . The 25-year-old running back suffered a torn ACL and meniscus injury about midway through an impressive 2022 rookie campaign and is currently working his way back from a […] The post Jets’ Breece Hall shares inspiring message on social media appeared first on ClutchPoints.
Wizards vs. Hornets Dicussion
Two days after losing their 17th straight game to the Cleveland Cavaliers, the Washington Wizards return home to face the Charlotte Hornets — a team they’ve dropped five straight games to. The Wizards were out-rebounded 54-41 in their 110-103 loss to the Hornets on Monday. They allowed 21 offensive rebounds — 11 to Moussa Diabate […]
Steelers' offensive keys to victory in Week 8 vs. Browns
Here's a look several offensive keys to victory for the Pittsburgh Steelers ahead of their Week 8 matchup against the Cleveland Browns.
Actor calls ex-wife’s remarks about earning less a ‘low blow’
Joe Manganiello says Sofía Vergara's comments about dating men who earn less money were a “low blow” following his yearslong health battle.
Southcoast Health CEO steps down; new interim leader named
Southcoast Health System, which operates three hospitals and seven urgent care centers locally, is undergoing a transition at the executive level.
Land Access | Cleveland Museum of Natural History
Accessing the Museums Nature Preserves For more than a century the Cleveland Museum of Natural History has been dedicated to the conservation and preservation of our regionrsquos natural world Over the decades the Museum has protected more than 12500 acres of pristine habitatmdasha ldquoliving collectionrdquo of Ohiorsquos natural heritage to...
Declaring A Health Emergency Is A ‘Signal Of Failure, Not A Starting Point’
The World Health Organization (WHO) declared mpox a public health emergency of international concern (PHEIC), its highest alarm level, twice within two years,
Ohio economists split on gas tax replacement
A pause of the state's gas tax has prompted new discussions on the need for it at all.
Reproductive Rights Left on the Table: Senator Cappelletti Reflects on Unfinished Business as Legislative Session Concludes
Harrisburg – October 30, 2026 – The Pennsylvania Senate recessed last Wednesday, October 22, with only two additional session days scheduled through the end of the 2026-2027 legislative session. As the chamber recessed—currently controlled by Republicans—the Senate left hundreds of bills on the table, including several that would advance reproductive freedoms in the Commonwealth. Senator Amanda M. Cappelletti (D-17, Delaware/Montgomery) said many of these state-level protections are critical for Pennsylvanians as Republicans in Washington continue to dismantle the nation’s healthcare infrastructure. “Wrapping up this legislative session and looking ahead to next Tuesday, access to abortion care is at the very top of my mind. I’m deeply disturbed that the majority party in our chamber was once again unwilling to come to the table and move lifesaving legislation that would protect basic healthcare in Pennsylvania,” said Senator Cappelletti, who served as the Director of Policy for Planned Parenthood Pennsylvania Advocates prior to her time in the legislature. Senator Cappelletti has proposed several bills to address reproductive healthcare, and three proposals to protect abortion care were left on the table for the third session in a row since she introduced them. On November 30, 2026, all legislative proposals not signed into law […]
APEC Business Travel Card Validity Extended
To facilitate business travel within the Asia-Pacific region, China has extended the maximum permitted stay for APEC Business Travel Card (ABTC) holders in China from 60 days to 90 days, effective November 1, 2026. The ABTC provides significant advantages for business travelers from participating Asia-Pacific Economic Cooperation economies. With the ABTC, cardholders can travel freely between member countries without the need to obtain individual business visas for each trip, which greatly reduces the time, cost and administrative burden associated with frequent cross-border travel. Additionally, they benefit from expedited immigration processing, including access to special lanes at airports, although the level of convenience and border clearance infrastructure may differ depending on the country. The card is typically valid for five years, minimizing the need for frequent visa renewals. Furthermore, business travelers are vetted and pre-approved before the card is issued, ensuring smoother entry procedures upon arrival.
Why Glenville Was Disqualified From OHSAA Football Playoffs
When the Ohio high school football playoffs begin on Friday, Glenville won’t be a part of the action. One of the state’s powerhouses, the Tarblooders out of the Cleveland Metropolitan School District have been disqualified by a ruling from the Ohio High School Athletic Association (OHSAA). The announcement came on Thursday and sent shockwaves through […] The post Why Glenville Was Disqualified From OHSAA Football Playoffs appeared first on HEAVY.
PhD-level course on Culture, Conflict and Politics: Introduction to interpretive theory and methodology
PhD-level course on Culture, Conflict and Politics: Introduction to interpretive theory and methodology was successfully convened from October 28 to 30.
World Conference on Traditional Medicine 2026 delivers landmark outcomes for global health
Expert Committee Meeting members at the World Conference on Traditional Medicine 2026© WHOThe World Conference on Traditional Medicine 2026 concluded in Beijing on 18 October with several key outcomes aimed at strengthening global cooperation for health and well-being. These included the adoption of the Beijing Initiative on the Conservation and Sustainable Use of Traditional Medicinal Plant Resources, the promotion of the New-Era Shennong Herbal Project, and the publication of the Report on artificial intelligence empowering global traditional medicine development (2026). The conference also marked the establishment of the Global Alliance for Traditional and Integrative Medicine (GATIM) to foster international scientific collaboration.The biennial conference, held on 17–18 October at the China National Convention Center in Beijing, was co-hosted by the People's Government of Beijing Municipality, the National Health Commission, the National Administration of Traditional Chinese Medicine, and the National Medical Products Administration. WHO joined the Conference as co-sponsor, aligning with the country’s Healthy China initiative, which is overseen by President Xi Jinping. The initiative seeks to expand inclusive, high-quality health services, drive innovation in traditional medicine, and reinforce the principle that a healthy population is fundamental to national prosperity and strength. H.E. Li Qiang, Premier of the State Council of the People’s Republic of China, addressed the opening ceremony, emphasizing the critical role of traditional medicine as a unique force in safeguarding human health and advancing civilization. "Traditional medicine has followed a distinctive path of development through long-term practice," Li stated. He called on the international community to strengthen cooperation, make better use of global traditional medicine resources, and jointly address challenges to human health. Premier Li also highlighted the necessity of harnessing science and technology to accelerate the innovative development of traditional medicine. He announced that China would promote the digital and intelligent transformation of Traditional Chinese Medicine (TCM) and encourage active participation from both Chinese and foreign research institutions and enterprises. Furthermore, he expressed China's willingness to expand pilot programs to open up the medical service sector and work with all parties to advance the development of Belt and Road medicinal resources conservation centre.Addressing the Conference participants via a video message, Dr Tedros Adhanom Ghebreyesus, WHO Director-General, said, "This is not a choice between tradition and science. It is about bringing knowledge systems together through research, innovation, regulation and quality assurance. We need stronger evidence on what works, for whom, and under what conditions."Dr Saia Ma'u Piukala, WHO Regional Director for the Western Pacific, addressed the opening session, underscoring the importance of integrating traditional medicine into mainstream health systems in line with the call of the WHO Global Strategy on Traditional Medicine 2025–2034. In the closing session, Dr Shyama Kuruvilla, Director of the WHO Global Traditional Medicine Centre, expressed appreciation for the achievements of the conference, where different world views and scientific and programmatic advances were exchanged with a clear focus on practical action to advance traditional medicine for the health and well-being of people and the planet.The conference, held under the theme Technology Empowerment and Integrated Development: Advancing Traditional Medicine for All, featured a government forum, ministerial round table and eight parallel forums to advance all four objectives of the WHO Global Traditional Medicine Strategy 2025–2034: strengthening evidence, ensuring safety through regulation, integrating traditional, complementary and integrative medicine into health systems, and realizing its value through action across sectors.Over the two-day event, nearly 2000 participants, experts and scholars from 103 countries and areas, including 16 ministerial-level health officials, delivered over 150 high-level speeches and reports. Discussions covered key areas such as the integration of traditional medicine into international health systems, evidence-based development, drug regulation and the application of artificial intelligence in traditional medicine.
Snowfall and clouds may slow East Antarctic ice loss in a warmer world
A new modeling study, published in the journal Nature Climate Change, suggests that the East Antarctic Ice Sheet may be more resilient to extreme long-term warming than previously estimated. Increased snowfall, greater cloud cover, and changes in atmospheric circulation could partially offset ice loss—even under very high carbon dioxide concentrations. Researchers from the IBS Center for Climate Physics at Pusan National University in South Korea conducted idealized simulations with different atmospheric CO2 levels, spanning 100,000 years using a coupled global climate–ice-sheet model. Unlike conventional studies that prescribe atmospheric and oceanic conditions, the model allowed climate and the Greenland and Antarctic ice sheets to evolve together.
Cleveland Browns news: A magical night in Pittsburgh
The latest Cleveland Browns news and notes from around the NFL in the October 30 edition of the Daily Dawg Chow.
How a Cleveland firm became a leading preservationist of historic North Carolina real estate
Cleveland-based GBX Group has its second-highest concentration of assets in Asheville, N.C.
Cleveland Browns 2027 Week One Roster Prediction
Previous Position Room We will start by looking at how Andrew Berry's position room has been built to start the season each year: 2020 - Wills, Conklin, Hubbard, Lamm 2021 - Wills, Conklin, Hubbard, Hudson 2022 - Wills, Conklin, Hubbard, Hudson, Haeg 2023 - Wills, Conklin, Hudson, Jones 2024 - Wills, Conklin, Jones, Hudson 2025 - Jones, Conklin, Lucas, Leveston 2026 - Fano, Howard, Barber, Jones...
Boston sports political donations: How team owners gave ahead of midterms
A Globe analysis found substantial political giving, in particular, by the owners of the Patriots and Bruins and their families, both at the state and national levels.
Political ad spending hits record levels as voters face a flood of campaign mailers
Campaigns are spending billions of dollars to get their messages in front of voters. But for some, the constant stream of advertising is becoming more of a nuisance than an influence.
Voters inundated with political ads as spending reaches record levels
Multivitamins boost key vitamin levels, but do they improve your health?
A scoping review of 157 clinical trial reports found that multivitamins consistently improved circulating levels of folate, vitamin B6, and vitamin B12, while other nutritional and clinical effects varied by formulation, population, and baseline nutritional status. Selected prenatal and cognitive outcomes improved in some trials, but evidence for cardiovascular disease prevention was largely negative, and the review could not establish the overall certainty of clinical benefits.
Low levels on the Mississippi River impact grain profits
The harvest is coming to a rapid close but another economic problem for producers is playing out again on the Mississippi River. In recent years, drought has caused the river...
Mount Sinai Medical Center Earns Digital Health Most Wired Level 9 for Fourth Consecutive Year - Florida Hospital News and Healthcare Report
Recognition spans acute and ambulatory care and continues an unbroken record dating to 2019 October 29, 2026 – Mount Sinai Medical Center has earned Level 9 recognition in both acute […]
Steelers ready themselves ahead of Browns rematch
The Pittsburgh Steelers are preparing for a rematch against the Cleveland Browns following a defeat in Cleveland four weeks ago.
New Jersey buyer bets on Cleveland with $3.2 million deal for industrial site near downtown
The site was sold by its longtime owner, Weston, to a group that say it hopes the deal is only its first in Northeast Ohio, where it's looking to buy more.
Bucs DB Parrish Leading NFL in Passes Defended
Second-year defensive back Jacob Parrish is playing like one of the best corners in the NFL. With the Tampa Bay Buccaneers back in the NFC South hunt, his high-level of play will be needed to continue.
Washington Wizards Make AJ Dybantsa Announcement After Cavaliers Loss
The Washington Wizards are off to a 2-3 start to the NBA season after losing 121-111 to the Cleveland Cavaliers on Wednesday night.However, the biggest storyline was the return of rookie and first overall pick AJ Dybantsa, who began the season sidelined with an ankle sprain.Dybantsa made his Wizards debut and led the team in […] The post Washington Wizards Make AJ Dybantsa Announcement After Cavaliers Loss appeared first on HEAVY.
McAllen Fire Department Hiring Entry-Level Firefighters
The McAllen Fire Department is accepting applications for entry-level firefighters and encourages qualified applicants from all backgrounds to apply.
Commentary: Science shapes Michigan policy. Voters deserve to know candidates’ views.
Policy decisions do not happen in isolation, nor are they confined to Capitol Hill or Lansing. Decisions made across all levels of government directly affect Michiganders’ health and livelihoods. From monitoring our food supply to protecting drinking water, scientists help governments identify risks, evaluate possible responses, and decide what actions to take. Recent events in […]
Commentary: Science shapes Michigan policy. Voters deserve to know candidates’ views.
Policy decisions do not happen in isolation, nor are they confined to Capitol Hill or Lansing. Decisions made across all levels of government directly affect Michiganders’ health and livelihoods. From...
“DWTS” pro Val Chmerkovskiy explains error that led to lengthy bite out of Jenna Dewan’s neck
Dewan praised her partner’s “commitment level” to the dance.
What to know about US health insurance policies ahead of Wisconsin 2026 election
Throughout the country, citizens are voting for legislators on the local and federal level, and for many, healthcare costs are a big concern, according to KFF Health News. Healthcare costs in the United States are under the system of insurance, according to La Follette School of Public Affairs lecturer Kathleen Doherty. Understanding how insurance works...
Guardians Fans Won't Be Happy New 2027 MLB Prediction
The Cleveland Guardians reached the ALCS this past season.
Spinal cord injury reshapes gut microbes that influence whole-body health
Scientists exploring the links between a spinal cord injury, inflammation and immune function have turned their attention to a genome-level analysis of the gut microbial community, with early study results offering hints at potential new approaches to aid healing. In mice, refeeding a strain of bacteria that was depleted after spinal cord injury...
Three Rivers Report: How Cleveland will defend Pittsburgh on Sunday
Steelers news, notes, and more from October 29.
Cleveland Browns vs. Pittsburgh Steelers Week 8 TV Map
See which cities get to watch the Browns vs. Steelers game on television this week.
EasySMX S10 Lite review: A Switch 2 fidget toy with a weird removable faceplate
EasySMX is using Elizabeth Holmes levels of pedantry with this faceplate situation.
High-level Roundtable: Safeguarding Sexual and Reproductive Health and Rights during Global Health Architecture Reform
How can sexual and reproductive health and rights (SRHR) be safeguarded during global health architecture reform? At a high-level roundtable hosted by the Government of Spain and the Government of South Africa, in its capacity as Chair of the Global Leaders Network (GLN), with support from PMNCH and WHEN, participants called for sustainable domestic financing, rights-based health systems and meaningful civil society engagement.
Browns using Steelers' iconic 'Renegade' hype song at practice
The Cleveland Browns are preparing for their Week 8 matchup against the Pittsburgh Steelers by blaring "Renegade" at practice.
Trump administration kills science ed program named for Lou Stokes; Rep. Shontel Brown appeals
U.S. Rep. Shontel Brown wants the Justice Department to provide the evidence it used to support canceling several National Science Foundation programs including one named after former Rep. Louis Stokes of Cleveland
A golden age of science is coming
It’s almost hard to remember, but just a few years ago, a lot of very smart people thought that science was in terminal decline. Respected researchers were writing papers with titles like “Are Ideas Getting Harder to Find?”, “Papers and patents are becoming less disruptive over time”, and “Slowed canonical progress in large fields of science”. In 1996, science writer John Horgan even published a book called The End Of Science: Facing The Limits Of Knowledge In The Twilight Of The Scientific Age. The fundamental idea was that the Universe only has so many insights to discover, and that we’ve picked the low-hanging fruit. It was the idea that Joseph-Louis Lagrange expressed when he said that “we cannot find more than once a system of the world to establish.” As the big ideas and the simple ideas get mined out, we’re forced to throw ever more brains at the mysteries of nature just to keep scientific progress going at a fraction of its old pace: It looked like science was hitting a wall. Then along came AI. It’s far too early to tell how much AI will eventually speed up the growth of total factor productivity. But already we can see signs of a speedup in science. Anthropic Founder Jack Clark assembled some of the hopeful data points in a recent lecture: [ Dror Poleg@drorpoleg "If you pick different parts of science, you see the same pattern show up: Progress is accelerating, and it has started to accelerate in the last two years." Jack Clark @jackclarkSF I’m speaking at the IMF in an hour about the singularity and why I believe it has begun and the choices we'll need to make. Watch live here: https://t.co/Hj9HzcXx5h 6:08 PM · Oct 18, 2026 · 21.2K Views 2 Replies · 10 Reposts · 123 Likes ](https://x.com/drorpoleg/status/2111882070376980529) Anthropic is accelerating its investment into drug discovery, and is already announcing some impressive preliminary results: [ BioTender@Junioryu136689 BREAKING: Anthropic unveils early results from six Claude-powered drug development collaborations. • 70% shorter CAR-T signaling domain • ~35,000 antibody designs • >10× tighter antibody binding • 89% less batch-record review time Still largely preclinical. Anthropic @AnthropicAI Over the past few months, Anthropic scientists have engaged in deep research partnerships with six organizations developing new medicines. We've also begun drug discovery efforts of our own. In doing so, we’ve learned much more about how Claude can support the many stages of 9:43 PM · Oct 27, 2026 · 11.2K Views 3 Replies · 24 Reposts · 205 Likes ](https://x.com/Junioryu136689/status/2115197821150495150) Claude also appears to be enabling rapid progress toward a treatment for food allergies. OpenAI, meanwhile, announced a possible breakthrough treatment for neurodegenerative disease. Meanwhile, Google Cloud Chief Scientist Pushmeet Kohli has a list of recent scientific advances that have been enabled by its new Gemini model, including breakthroughs in nuclear fusion reactor design, rare disease research, and quantum computing: [ Pushmeet Kohli@pushmeet Gemini 4 Argon is a step change in model performance. In recent weeks, it has had a transformative impact on the Science projects in our team at @GoogleDeepMind and our external collaborators, and helped make a number of remarkable advances across scientific disciplines. 🧵👇 4:47 PM · Oct 13, 2026 · 36.5K Views 8 Replies · 41 Reposts · 497 Likes ](https://x.com/pushmeet/status/2110049807385702623) But as cool as these stories sound, they’re just very minor, preliminary efforts. There are a number of reasons to think that AI is going to propel us into a golden age of scientific discovery. That age might not last forever — AI might still run into diminishing returns eventually. But the next few decades are probably going to be an absolutely amazing time for human science. The number of “effective researchers” is no longer limited The most important input into science is scientists themselves. Until this year, that meant human brains — talented, highly trained human brains. The number of trained human brains could be increased by sending more people to grad school, but only to a point — the smartest people tend to be sent into the hardest research fields first, and if you 10x the number of researchers, the average quality will go down. This constraint was already starting to bite, as Ekerdt and Wu argued in 2024: We argue that a substantial portion of the downward historical trend in U.S. research productivity is a composition effect resulting from self-selection in researcher ability and the dramatic expansion of the research sector…[W]e find that this composition effect has lowered average researcher ability by between 37% and 53%[.] And of course, low fertility was making the problem worse, because fewer children meant fewer people who were able to become future scientists. AI just blows up this constraint completely. If an AI agent can function as an autonomous researcher, there’s no constraint on the number of researchers in the world — you can just build more of them, by building more computer chips and data centers that enable the running of more AI agents. Whether or not massive hordes of agents can collaborate to solve individual problems much faster, increasing the number of agents allows them to tackle many different research questions in parallel. What’s more, these AI “researchers” can be trained incredibly quickly compared to human beings. A human scientist takes decades to train, and more years to reach the frontier of their research field by diligent reading and conversation. This is the “burden of knowledge”, and it’s commonly believed to be one reason ideas have been getting harder to find — by the time human scientists can get up to speed, they’re often so old that their ideas are no longer novel. AI just annihilates this constraint — it can assimilate the entire literature and reach the frontier of research extremely quickly, and it can also tell human scientists where the frontier lies without forcing them to discover that for themselves. It can also pivot to new research directions more easily than humans can. And there’s also a self-reinforcing economic cycle here. Because scientific advances enable higher GDP, they enable more resources to be invested into the creation of yet more electronic “scientists”. Now that doesn’t mean the amount of scientific research goes to infinity — there may still be some essential bottleneck task that human researchers are still needed to perform. There are some indications that AI’s progress on open-ended conceptual research tasks is slower than in other dimensions, and it may be that humans are still needed to provide some of this long-term conceptual thinking. I’d bet against this being true for much longer, but it might be true for a long time. Even in this most “pessimistic” case, though, the amount of effective capital that scientists can use to leverage their work just went up by a lot. AI eliminates the theory bottleneck Science proceeds by an iterative process of theory and experiment. The theory part of that cycle is typically short, but non-trivial — it took a couple of years after the blackbody radiation spectrum was observed for Max Planck to come up with the quantum hypothesis to explain it, and decades longer before quantum theory as we now know it was created. It took about a year for Watson and Crick to figure out the shape of DNA after the requisite data was gathered. AI will basically eliminate the theory bottleneck entirely — or at least shorten the turnaround time between experiment and theory by an order of magnitude. AI is an absolute beast at math. Recently, an OpenAI model solved some of the most important open problems in computer science, math, and theoretical physics, and no one even batted an eyebrow because that sort of triumph is becoming increasingly commonplace. One of those solutions was a proof that the Standard Model of Particle Physics could be mathematically well-defined — a problem that human theorists had so far been unable to tackle. Not all research relies equally on theory, but understanding novel experimental results almost always involves some important component of either mathematical or spatial reasoning. That part of the task has now been made much, much faster. And on top of that, science is now open to a greater number of humans who aren’t naturally good at theorizing. AI can read the whole literature Much of the work of human scientists involves reading and understanding endless amounts of papers and going to endless conferences and seminars. The purpose of that work is to understand the existing scientific literature. Understanding the literature allows scientists to do the following things: Come up with new ideas for hypotheses to test Avoid doing research that someone else has already done Synthesize approaches from different areas or fields AI can reduce this effort to almost zero. Consider this excerpt from OpenAI’s blog post about their new research into neurodegenerative disease: The team divided the analysis among thousands of AI agents powered by GPT‑Rosalind, an approach we call distributed biological reasoning. The agents examined a whole-brain CRISPR atlas…a dataset showing how gene disruptions affect different types of cells across the mouse brain. Each agent investigated a gene disruption, analyzed cellular responses, searched scientific literature, and proposed explanations for the results. Their reports were combined into a reasoning atlas linking genes, cellular effects, relevant publications, and possible biological mechanisms. The research team estimated that comparable human analysis and literature review, conducted one perturbation at a time, would take months to a year. The agents reproduced findings from human analyses while uncovering additional leads. Their assessments of novelty and scientific value also aligned with judgments from blinded human experts. These findings help prioritize further experiments needed to test the proposed biological mechanisms. Some of these insights point to new leads for understanding brain disease. [emphasis mine] This is one case in which parallel work by a large number of agents really does make a huge difference: [ Haider.@haider1 this is actually insane openai deployed thousands of GPT-Rosalind agents to analyze millions of mouse brain cells in 32 minutes, work that could take human researchers months to a year also the agents uncovered new leads for brain diseases like Alzheimer's and Parkinson's OpenAI @OpenAI GPT-Rosalind surfaced a new lead for drug discovery: could restoring cholesterol transport protect neurons from degeneration? DCTN1 is a gene linked to Perry syndrome, a rare neurodegenerative disorder. In mouse-brain data, disrupting it increased expression of genes involved in 2:41 PM · Oct 21, 2026 · 51.5K Views 26 Replies · 95 Reposts · 1.26K Likes ](https://x.com/haider1/status/2112917197903540516) Not only does instantaneous literature review vastly speed up the research process, but it allows AI to make novel conceptual leaps from combining approaches from wildly different fields of research. AI regularly does this in math research, combining results, approaches, and theorems from far-flung places that no human mathematician would have thought to combine. It can do it in science, too. Much of scientific innovation, historically, has been “recombinant” innovation — scientists applying insights from one field to another. With AI, essentially all research is now cross-disciplinary — AI can read not just the literature on a particular subject, but the literature on a million other subjects that might have produced useful techniques or insights for the problem at hand. Superscience So far, all of the factors I’ve listed are ways that AI can speed up science as it’s already done. I’ve basically described how AI can send gigantic hordes of superhumanly fast, superhumanly well-read, superhumanly mathematically gifted researchers to re-accelerate scientific discovery. But it’s also possible that AI will enable types of discovery — and ways of understanding the natural world — that no network of humans, no matter how large or how brilliant it was or how long it had to work, would ever be able to discover. In a post back in July, I wrote about how that might work: What if there are lots of…aspects of the Universe that [are] too complex to understand in terms of simple laws, but not so complex that they just dissolve into unknowable chaos? It’s possible that we can reliably control these complex phenomena with AI, even if we never reduce them to the kind of principles that we can teach a grad student in a textbook… Another way of saying this is that there may be laws of the universe that humans can’t understand but AI can. I call these “cloud laws” — causal regularities that can be exploited by technology, but which are too diffuse and complex for an individual human being to either intuit or communicate… Perhaps social sciences like economics, sociology, and political science obey similarly complex regularities, and AI can help us find them. Perhaps there are physical processes — plasma, or topological materials, or aerial turbulence, etc. — that obey cloud laws instead of chaos?… [H]uman collaboration is bottlenecked — it’s limited by our ability to intuit patterns at an individual level, and to communicate these patterns from one individual to another. AI, being a computer, just doesn’t have this sort of limitation; it can work with vast, diffuse patterns without having to break them into pieces or simplify them in order to compress them into the tiny pipelines of person-to-person explanation… If much of the Universe turns out to be ruled by cloud laws, we could be on the precipice of a scientific renaissance. In order to discover cloud laws, AI will need huge amounts of data about the natural world. AI figured out human speech by assimilating essentially all of the text humans have ever written. If it’s going to figure out hidden patterns in biology, neuroscience, materials science, etc., it’s going to need similarly massive amounts of data from physical instruments. That data will be far, far more than humans — individually or collectively — would be able to parse, label, characterize, or model. But AI was built to do this. If scientists simply build huge arrays of sensors to measure complex phenomena like the brain, the cell, the economy, etc., they may be able to feed this flood of data to AI directly and bypass human cognitive intermediation entirely. AI would then learn about the world directly, and it might learn things that humans never could. This “superscience”, if you want to call it that, would actually go beyond the kind of science humans have done heretofore. Many of the technologies it yielded would be beyond human comprehension — indistinguishable from magic. But to the AIs, they would make perfect scientific sense. In any case, it seems clear that the scientific slowdown that threatened human progress will now be delayed — at least for a while. Unless humans have somehow found most of the actual exploitable regularities in our Universe, we’re about to enter a new golden age of science. Subscribe Share
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