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2026 Atlanta Braves Player Review: Rolddy Munoz
Hey, a true cup of coffee! Why didn’t we run this review first?
North Atlantic’s ‘cold blob’ may contain climate nuance
Climate observers have long tied the strength of a major ocean current to water temperatures in the so-called “cold blob” in the North Atlantic Ocean. New models signal that the relationship between the "blob" and the major ocean current driving its colder temperatures is more dynamic than previously understood.
Community Health Foundation addresses ‘largest gift’ in 230-acre Matlock Park for county
The Community Health Foundation executive director addressed the Montgomery County Commission Monday on the 230-acre donation.
How Old Is Interstellar Comet 3I/ATLAS? Scientists Think They Finally Might Know the Answer.
New James Webb observations suggest interstellar comet 3I/ATLAS contains ancient ice that may have formed up to 12 billion years ago.
Cincinnati, Northern Kentucky high school sports scores, Nov. 2-8
A look at Northern Kentucky and Cincinnati high school sports scores reported to The Enquirer from Nov. 2 to Nov. 8.
Live Results: Georgia governor midterm election
Republican healthcare executive Rick Jackson and Democratic former Atlanta Mayor Keisha Lance Bottoms are competing to succeed Gov. Brian Kemp.
The Election-Denier Backpedal
The president is not getting the political cover he once enjoyed from Republicans.
🗞️ Champions League takes centre stage on Tuesday's front pages
It's Tuesday, and the Champions League is back. With blockbuster clashes like Atlético de Madrid vs Bayern Munich, Barça vs Aston Villa and Villarreal vs PSG headlining the action, there's plenty to...
Rick Jackson Understands Georgia’s Championship Culture, and Atlanta Sports Fans Should Pay Attention
ATLANTA — Georgia is a state that expects to win. From the Georgia Bulldogs to the Atlanta Braves, championship expectations are part of the state’s sports identity. Fans remember the celebrations, but they also understand how much work goes into building championship organizations. Rick Jackson’s business career has been built around a similar competitive principle:…
Could Jon Ossoff and Keisha Lance Bottoms Put the Atlanta Braves’ Next Championship Window at Risk?
ATLANTA — The Atlanta Braves have spent years building one of baseball’s most recognizable organizations. From Truist Park to The Battery, the franchise has become a major part of Georgia’s sporting and economic identity. But the next chapter of Braves baseball won’t be determined exclusively on the field. Atlanta’s economic future matters, too. That’s why…
Pacers down to 7 players vs. Hawks due to injury
The Indiana Pacers are scheduled to take on the Atlanta Hawks on Monday evening with the goal of earning their third win of the season. Unfortunately, the roster is incredibly shorthanded, as head coach Rick Carlisle will be utilizing a seven-man rotation. Reports indicate that, technically, eight players are active for the Pacers, according to […] The post Pacers down to 7 players vs. Hawks due to injury appeared first on ClutchPoints.
Atlanta Braves Make Front Office Decision Early in MLB Offseason
The Atlanta Braves made an addition to their front office.
Mauricio Dubon Extends Historic Record After Atlanta Braves Season
Mauricio Dubon had an excellent, all-around season for the Atlanta Braves in 2026.
New women’s soccer chief shares vision for team, Atlanta pro sports lineup
Shea Ralph on Vanderbilt women's basketball's new-look frontcourt
Shea Ralph talked about the new-look frontcourt for Vanderbilt women's basketball
18-Year-Old Expands Business in Atlanta
Helping the next generation of young entrepreneurs!
Kane would trade Ballon d'Or for Champions League trophy
Ballon d'Or winner Harry Kane said Monday he would trade that accolade for the Champions League trophy, ahead of Bayern Munich's visit to face Atletico Madrid."The Ballon d'Or last week was one of the best feelings I've had in my life and my career... but to have moments with the team, celebrations with the club, to be able to lift the Champions League with Bayern would be an incredible feeling.
How Atlanta Business Owners Should Prepare for the Great Business Transfer
Read How Atlanta Business Owners Should Prepare for the Great Business Transfer by Bank of America for SaportaReport here.
ASGA's Attack on Menhaden Science Exposes Its Own Double Standard
Saltwater guides question the credibility of industry-supported scientists while accepting environmental funding and overlooking conservation advocates' longstanding relationships with fisheries researchers. / ACCESS Newswire / November 2, 2026 / The American Saltwater Guides Association (ASGA) set out to expose what it called "tainted influence" over scientific research used to manage Atlantic menhaden.
Watch Zac Taylor's press conference to start NFL Week 9
Cincinnati Bengals head coach Zac Taylor addresses the media to start Week 9.
Most comprehensive atlas of healthy human tissue launched to help understand disease
Researchers and data scientists from dozens of universities, hospitals and other institutions across the United States have built an online portal that provides free, open access to one of the most comprehensive ...
Luka Doncic Posts Historic Statline to Lift Lakers Over Raptors
With the Los Angeles Lakers in need of a bounce-back win after falling to the Golden State Warriors to open the Emirates NBA Cup group play stage, superstar Luka Doncic set the tone defensively and filled up the stat sheet Sunday night. Welcoming in the Toronto Raptors two nights after a 112-95 road loss to …
🤕 Grêmio starter a concern ahead of crucial run-in
Grêmio could be without a starter for a decisive stretch of the season.The club is awaiting the results of medical tests on left-back Marlon, who felt pain in his calf during the win over Atlético-M...
Scientists Find Two New Armored Water Bears on Atlantic Seamount
A deepwater survey of an Atlantic seamount has turned up something extraordinary lurking in the seabed sediment, and the discovery raises surprising questions about which ocean environments harbor the...
Trust Stamp announces presentation on Company’s progress and 2027 Business Plan
ATLANTA, GA, Nov. 02, 2026 (GLOBE NEWSWIRE) -- Trust Stamp (NASDAQ:IDAI), a global provider of AI-powered software
CBS Sports names Falcons' biggest need ahead of NFL trade deadline
CBS Sports analyst identifies Falcons' No. 1 need going into NFL trade deadline
The Protect College Sports Act Isn’t Enough
A much-hyped piece of legislation is more bark than bite.
Morris Katz’s Second Act
The 27-year-old strategist played a key role in the Graham Platner fiasco. He still thinks he knows what working-class voters want.
Could virtual reality speed up learning?
Does swinging a lightsaber help us learn? New research from Florida Atlantic University and Brown University found that movement dramatically helps with certain kinds of complex learning. The research was published in the journal Science Advances. Interested in more science involving video games? Email us your question at shortwave@npr.org.Support public media with NPR+ and enjoy perks for over 25 podcasts like this one. This show’s perks include sponsor-free listening. Learn more at plus.npr.org.
Dolphins cannot overcome unforced errors, says Joe Schad
Dolphins’ Ollie Gordon makes costly error, says Joe Schad
NBA Suspends Hawks Rookie Kingston Flemings for Elbowing Bryce McGowens
Hawks rookie Kingston Flemings was suspended one game without pay after the NBA said he intentionally elbowed Bryce McGowens in the head.
Spurs' Superstar Dylan Harper 'Takes Pride' In Being a Sidekick
The San Antonio Spurs beat the Minnesota Timberwolves on Saturday, and Dylan Harper posted an All-NBA worthy statline, although he understands that his best role is as Victor Wembanyama's sidekick.
Titans lose in OT to Bengals: We recap latest loss
The Titans lost in overtime to the Bengals, three days after Jeffery Simmons was traded. We broke down the lates loss.
Fans flock to meet World Series MVP William Contreras
Hundreds of people lined up at dawn to try and meet World Series MVP catcher William Contreras at Dick’s Sporting Goods in Brookfield on Nov. 1.
Georgia lawmaker accuses opponent of making political threat
A Georgia state lawmaker contacted law enforcement after receiving what she described as an online threat directed at her family.
What grade would you give the Bengals after Titans win?
What grade would you give the Bengals after the Titans win? Make your voice heard.
Trump hosts Halloween bash, rips legal ally's reported $50M payment
The jungle-theme gala at Mar-a-Lago kicked off the winter social season at the Palm Beach club on Saturday after Trump spoke at six tele-rallies.
Braves Minor League Recap: Isaiah Drake Stands Out
Isaiah Drake had a huge day on Saturday in the Arizona Fall League as a number of Atlanta Braves prospects contributed.
NFL keeps fining Caleb Williams for refusing to cover logo of "science" cleats worn by over 80 players
Caleb Williams has been fined $35,823 for wearing Caddix "science" cleats, but the Chicago Bears quarterback refuses to cover the logo or stop wearing them
NFL keeps fining Caleb Williams for refusing to cover logo of “science” cleats worn by over 80 players
The Chicago Bears quarterback refuses to cover the unauthorized Caddix branding and has appealed his initial fine
The Menacing MAGA Way to Remake European Politics
The U.S. is trying to micromanage allied governments to an unprecedented degree.
Braves Address Backstop Depth With Cuban Phenom Agreement
The Atlanta Braves reportedly reached a deal with a young catcher shortly after the free agency period opened.
Faith, politics collide as Oklahoma fails its most vulnerable
Oklahoma's political outcomes contradict the teachings of Jesus regarding the vulnerable.
WNBA championship: Gabby Williams leads Golden State Valkyries to first title in second season, beating Atlanta Dream 68-63 in Game 7
Gabby Williams scored her teams final 11 points of the third quarter and dazzled through the fourth on the way to 30 points as the Golden State Valkyries captured the WNBA championship in just their second season.
Braves News: Dana Brown, Vidal Brujan back, more
Atlanta Braves news and notes from Saturday
Zaccharie Risacher Praised by Mavericks Teammate Kyrie Irving
Dallas Mavericks forward Zaccharie Risacher was praised by his new teammate Kyrie Irving following a strong start to his season.Risacher, the former No. 1 overall pick in the 2024 NBA Draft by the Atlanta Hawks, fell out of favor with the Hawks and was traded to the Mavericks this summer.So far, it’s proven to be […] The post Zaccharie Risacher Praised by Mavericks Teammate Kyrie Irving appeared first on HEAVY.
Golden State Valkyries defeat Atlanta Dream for franchise’s first WNBA title
The Valkyries won 68 to 63 in Game 7, clinching their first championship on the road.
Southside business owners raise safety concerns after woman shot during Atlantic Boulevard gathering
A shooting that injured a woman early Saturday morning has renewed concerns among Southside business owners who say large late-night gatherings along Atlantic Boulevard have become a recurring problem.
Georgia Farmers Face Mental Health Crisis as Suicide Rates Increase
Rising costs, debt and isolation are weighing on Georgia farmers. Advocates say stigma around mental health is slowly easing in farm communities.
Miami vs North Carolina live updates, start time, predictions, TV
The Miami Hurricanes play the UNC Tar Heels in a Week 9 college football game. Follow for live score updates, injury news and instant analysis.
Report: Former Astros general manager Dana Brown returns to Braves
A key member of Atlanta’s front office earlier this decade returns to the organization.
A Pro-Russia Strongman at Mar-a-Lago
Milorad Dodik, the separatist Bosnian Serb leader, has won MAGA’s favor after a lobbying bonanza.
FAU expands youth mental health services and graduate counseling training through the OWLS-FLY initiative
Florida Atlantic University’s College of Education is expanding its clinical training opportunities for graduate counseling students while providing free mental health services to underserved children ages 6 to 17 and their families. This initiative vis through OWLS-FLY (Opportunity, Wellness, Le
Sabres Atlantic Foes Hampered By Star Player Discontent
G20 foreign ministers in Atlanta meeting head to an ending without consensus on key issues
The group will not release a joint communique but will rather rely on a chairman’s statement summarizing the talks, which Secretary of State Marco Rubio will release at the conclusion.
Michigan football has big injury questions heading into Rutgers game
It's a bit of a spooky health report for Michigan football on Halloween with a trio of starting defensive linemen listed as game-time decisions.
The Texas Republicans Who Have Had Enough
Four Lone Star State conservatives wrestle with their party’s MAGA turn.
Spalletti pushing to work with Atletico Madrid star
Alexander Sorloth was one of the players Luciano Spalletti wanted Juventus to sign last summer, but the Norwegian striker started the season injured, and the Old Lady decided it would not make sense t...
Highlights from Pearl-Cohn's win over Liberty Creek
See highlights from Pearl-Cohn's 34-7 win over Liberty Creek on Oct. 30, 2026 to win the Region 6-4A championship.
Did Diljit Dosanjh take a jibe at CJP for comments on his film 'Satluj'? Abhijeet Dipke responds
View this post on Instagram A post shared by Abhijeet Dipke (@abhijeetdipke)
Analysis: Catholic Memorial hangs on to beat New Berlin West
Journal Sentinel sports reporter Michael Whitlow breaks down Catholic Memorial's victory over New Berlin West on Friday, Oct. 30, in New Berlin.
New FAIR Health platform maps chronic disease prevalence across the United States
Today, FAIR Health launches FAIR Health Atlas, a free epidemiological reporting platform incorporating data on the commercially insured population.
Watch: Mark Banks intercepts a pass for Whitefish Bay
Whitefish Bay's Mark Banks intercepts a pass against Wisconsin Lutheran on Friday, Oct. 30, in Whitefish Bay.
Kerzner CEO on luxury hospitality, crisis and global expansion
Kerzner International CEO Philippe Zuber discusses how the luxury hospitality group navigated the disruption to Dubai’s tourism market in 2026 while protecting its brands and pursuing global growth. He explores the business behind Atlantis, One&Only, SIRO and Rare Finds, how the definition of luxury is changing, and why international expansion and branded residences are central to the company’s next phase.
Health of Wisconsin S Marvin Burks, DL Nolan Vils continues to improve
The Big Ten released its second update to the availablity report in advance of the Wisconsin-Iowa football game Oct. 31 at Kinnick Stadium.
Bhayshul Tuten Blowing Away Expectations as Jaguars’ RB1
In his first season as Jacksonville’s top running back, Bhayshul Tuten has greatly exceeded expectations.
Enquirer announces Oct. 30 athlete of the week winners
Cincinnati Enquirer readers made their choices for the Oct. 30, 2026, Beacon Orthopaedics and Sports Medicine Athletes of the Week.
Businesses suffer as Georgia-Florida game moves to Atlanta
Business usually amps up for the Georgia-Florida game, but the game has moved while EverBank Stadium is renovated.
WATCH: Rubio welcomes G20 foreign ministers to Atlanta at 'critical moment'
Secretary of State Marco Rubio pulled the plug on the traditional group photo after several European officials threatened to boycott or walk out of the snapshot that usually helps kick off such diplomatic gatherings.
Carnell Tate misses another practice, doubtful for Bengals-Titans game
The Titans' leading receiver this season, rookie Carnell Tate, missed another practice and is doubtful for a Week 8 game against the Bengals.
G20 photo scrapped amid tensions over Russian foreign minister’s presence
The G20 foreign ministers meeting kicked off in Atlanta on Friday without a “family photo” after numerous representatives were expected to walk out rather than be pictured alongside Russian Foreign Minister Sergey Lavrov.
Review: Predator Atlas 8: Is Arc G3 Extreme a Game-Changer for PC Handhelds?
A brilliant handheld held back by Windows.
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.
Clemson animal health officials: keep domestic birds away from wild waterfowl and their waters
The call comes as waterfowl take wing along the Atlantic Flyway and migrate south to overwinter, carrying with them diseases such as Highly Pathogenic Avian Influenza (HPAI).
We Sat Down With Sports' Leading Decisionmakers
NFL Launches Fund w/ General Atlantic, Panther's $1.3B Stadium, NBA x Kalshi & Polymarket
Doctors Say a Rare Kind of Measles Is on the Rise
And doctors are racing to figure out how to treat them.
New interns are covering science and environment, politics and sports
Jonás Tijerino, Colby Lamb and Jake Dale are delivering added coverage to you.
Libya’s maritime deal with Turkey may be the key to reunification
The deal, and the rise of Saddam Haftar, represent a new approach to Libya’s divided domestic politics and foreign relations.
Florida vs. Georgia game location 2026: Why Cocktail Party is being played in Atlanta
The annual rivalry game is traditionally played in Jacksonville, Fla.
Jack Williams breaks down Ensworth's 15-14 win against MBA
High school sports reporter Jack Williams breaks down Ensworth's 15-14 win over MBA on Oct. 29, 2026.
Highlights from Ensworth, EJ Gibson's stunning win over MBA
See highlights from Ensworth's 15-14 win over MBA, where EJ Gibson scored a 2-point conversion with 3 seconds left.
The Rise of Continental Politics: Left-Right Polarization Across the Atlantic
The world today now witnesses the emergence of regional compartmentalization that is reshaping global politics, in what can be defined as "continental politics".
An empty RV City means Jacksonville businesses feel economic impact after Georgia-Florida game heads to Atlanta
For the first time in over 30 years, the Georgia-Florida game will be played somewhere other than Jacksonville. The reason for the move is the ongoing construction at EverBank stadium. Businesses are feeling the pinch with less visitors downtown, but Visit Jacksonville says they're working to bring more events throughout the year to offset the impact of the game moving locations.
Braves make unsurprising Ronald Acuna Jr., Ozzie Albies contract decisions
The Atlanta Braves made two unsurprising moves on Thursday. Atlanta is officially exercising Ronald Acuna Jr. and Ozzie Albies’ contract options, the team announced. The team announced other moves as well. “The #Braves today exercised options for OF Ronald Acuña Jr. and INF Ozzie Albies for the 2027 season. Atlanta also reinstated RHPs Spencer […] The post Braves make unsurprising Ronald Acuna Jr., Ozzie Albies contract decisions appeared first on ClutchPoints.
Atlanta Braves Named Top Landing Spot for All-Star Outfielder
The Atlanta Braves were named a top landing spot for an MLB free agent outfielder.
The relationship between female leadership, political freedom, and the rule law
How is female leadership in public service associated with two institutional outcomes: political freedom and rule of law? Understanding the broader implications of women’s representation in leadership roles can inform strategies to preserve and promote freedom, democracy, and prosperity.
Will the Bengals have Ja'Marr Chase against the Titans?
Cincinnati Bengals receiver Ja'Marr Chase returned to practice Oct. 29, ahead of a Week 8 matchup with the Tennessee Titans.
Rethinking political risk in Argentina: Why the next election may matter less than investors think
Argentina’s 2027 election could shake markets even without reversing President Javier Milei’s reforms.
Maryland: Strategic Access To Talent, Markets And Innovation
Innovation, specialized talent, and a mid-Atlantic location offer companies in Maryland multiple pathways for growth and expansion.
You can opt out of political texts, but campaign calls may keep coming
Political text messages filling up your phone? Here are ways to reduce unwanted campaign messages.
The Trump Aide Trying to Stop a Blue Wave
James Blair, the president’s top political strategist, planned for a different midterm cycle. Then Trump attacked Iran.
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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