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Tim McGraw finally addresses ongoing rumor about Taylor Swift's wedding
Taylor Swift and Travis Kelce's wedding may have been in July, but Tim McGraw is now clarifying whether he performed after months of speculation. "I didn’t perform at her wedding.
CDC’s deputy director to depart after four months in the role
Dr. Jennifer Shuford’s exit is the latest in a cycle of leadership turnover at the country’s top health agencies.
T-Wolves to lose Edwards for two months: reports
Minnesota Timberwolves star guard Anthony Edwards will undergo arthroscopic right knee surgery and is expected to miss around two months of the NBA season, US media reported on Tuesday.ESPN said Edwards now requires surgery and is set to miss up to two months, while the Athletic cited an anonymous team source saying Edwards is expected to miss at least two months.
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
Taylor Swift shares ‘strange’ quirk Travis Kelce has to ‘put up with’
Taylor Swift and Travis Kelce have only been married for a few months, but it sounds like Kelce has already had to get used to one of his wife’s longtime quirks. And it dates all the way back to her h...
Ben Shelton Set for Blockbuster Coaching Partnership
World No. 4 Ben Shelton is reportedly set to appoint Juan Carlos Ferrero as his coach for the 2027 season, ending months of speculation surrounding the Spaniard’s next move following his split with Carlos Alcaraz. According to an exclusive report from The Times, the American has turned to one of tennis’s most accomplished coaches as …
Anthony Edwards Injury: Return Timeline And Who Should Replace Him
The Anthony Edwards injury has left the Minnesota Timberwolves facing up to two months without their leading scorer. ESPN's Shams Charania reported October 27 that Edwards required an arthroscopic procedure on his right knee. Chris Haynes separately reported that the procedure had already taken place, according to a procedure update. Charania's reported window is up […] The post Anthony Edwards Injury: Return Timeline And Who Should Replace Him appeared first on Stadium Rant.
Photos show elaborate preparations for Thailand’s Royal Barges Procession
BANGKOK (AP) — More than 2,000 oarsmen have spent months preparing for a centuries-old Thai royal tradition that will fill Bangkok’s Chao Phraya River with a fleet of intricately decorated
How officials are preparing for Election Day disruptions
Election officials have spent months preparing to run the 2026 vote — and bracing for what could disrupt it. They’re training workers, tightening security and readying legal challenges for threats that could stretch well beyond Election Day.
'We'll be out of business': Jensen Huang bet his last dollars on a chip he never held in his hands
The chip was the RIVA 128 and Huang made the decision when Nvidia had "about six months of cash left.”
Things get rolling at Swansea's new Entertainment Luxury Cinemas
The big screens are shining once again at Swansea's movie theater. Owner Bill Hanney says the best is yet to come, with upgrades just months away.
Trump-Appointed CDC Deputy Director Jennifer Shuford Resigns After 4 Months
Dr. Jennifer Shuford, a respected former Texas health official, had been appointed by President Trump to help steady the agency.
WTW’s net income jumps 13% in Q3
U.K.-headquartered Willis Towers Watson plc adjusted net income grew 13% year on year to $339 million in three months ended Sept. 30, Reinsurance News reported. Group revenue increased 8% to $2.5…
NANCY GUTHRIE | After 9 months, investigators turn to Florida scientists for new DNA leads
Arizona investigators working on the Nancy Guthrie case are continuing DNA testing with laboratory partners, according to authorities.
Cook County Public Health Reminds Families to Get Their Children Tested for Lead - Cook County Department of Public Health
In recognition of National Lead Poisoning Prevention Week, Oct. 25-31, Cook County Department of Public Health is bringing increased attention to Illinois’ new universal childhood blood lead testing law and lead dangers. The new state lead testing requirements, which took effect July 1, 2026, require all children to receive blood lead tests at ages 12 months and 24 months, regardless of where they live. Also, children 6 years old and younger must receive a lead exposure risk assessment through a questionnaire administered by a healthcare provider.
The Galaxy S27 Ultra chipset saga continues, here's the latest twist
Europe might finally have its answer. Which chipset the Galaxy S27 Ultra will use has turned into quite the saga over the past few months. Back in July,...
Herzog honors JFNA fund that provided $240m. in loans to Israeli businesses
JFNA established the Israel Small Business Loan Fund in the months following October 7, 2023, as part of its Israel Emergency Campaign, which ultimately raised more than $900m. A Jewish Federations of...
Michigan passes limits on utility money in politics, setting up likely court fight
LANSING, Mich. (WLNS) — Michigan voters approved Proposal 2 Tuesday, a citizen-led measure its backers say will get “money out of politics,” setting up a likely court fight in the coming months. Th…
Elsie Hewitt shares sweet photo with ex Pete Davidson and their daughter on Halloween
Elsie Hewitt shared a sweet Halloween photo of herself with ex Pete Davidson and their daughter, Scottie, six months after their breakup and her claim she was ‘doing it on my own.’
Things get rolling at Swansea's new Entertainment Luxury Cinemas
The big screens are shining once again at Swansea's movie theater. Owner Bill Hanney says the best is yet to come, with upgrades just months away.
Michael Wilbon Announces Indefinite ESPN Leave of Absence Amid 'Multiple Health Issues'
ESPN personality and Pardon the Interruption co-host Michael Wilbon announced Monday that he is taking an indefinite leave of absence due to "multiple health issues" in recent months.
December return for Van Rensburg
BRISTOL Bears boss Pat Lam says England centre Benhard Janse van Rensburg will return to match action in December to give him sufficient time to recover after suffering two serious head injuries in the space of three months. The 29-year-old, below, was stretchered off after being knocked unconscious trying to tackle Henry Pollock in the […] The post December return for Van Rensburg appeared first on The Rugby Paper .
One day more! CNN’s Political Director on what’s changed and what hasn’t after months of midterm campaigning
Former Texas health official resigns from top CDC leadership role just months after joining
Dr. Jennifer Shuford was tapped by President Trump to serve as the agency's deputy director and chief medical officer.
Turkey signed US-led Artemis Accords. Its moon rovers will hitch a ride with China
Turkish scientists come up with rovers for China’s Chang’e-8 mission to the lunar south pole, months after Ankara joined the accords.
Everything Shown At The October 2026 Nintendo Indie World Showcase
Nintendo's showing off a brand-new batch of indies heading for the Switch and Switch 2 systems in the coming months. Here's a round-up of what we saw today. - Game Informer
Queen Camilla ignores health warning with £4 snack on Caribbean tour
Queen Camilla tucked an unexpected £4 packet of sweets into her car door during her visit to Antigua, just months after King Charles did the same thing in England
Everett pushes to close suspected illegal massage businesses amid trafficking concerns
Everett officials say a months-long push to crack down on suspected illicit massage businesses has led to multiple closures, citations and condemnations, with m
Hayden Panettiere’s death investigation closed almost 3 months after actress died of accidental overdose
Panettiere died in August, just days before her 37th birthday.
Inside the final months of Villa Vie Odyssey's doomed never-ending cruise
The Villa Vie Odyssey kept circling one corner of it while finances worsened, services deteriorated, and cash calls mounted.
Scor’s profit slips 6%
France-based Scor SE’s net income for the first nine months of 2026 fell 6% year on year to 603 million euros ($673 million), Reinsurance News reported. Group insurance revenue dropped 4% to €11.2…
Savannah Guthrie makes devastating plea to public 9 months after mom’s disappearance: ‘Please help us’
Savannah Guthrie shared a heartbreaking piece of art from her young daughter that struck an emotional chord 9 months after her mother Nancy’s disappearance.
The Elder Scrolls 6: Sentinel is confirmed, finally getting new trailer and full name, 8 years, 4 months, and 23 days after its reveal
It's been a long time coming, but today Bethesda has dropped new info and a new trailer for The Elder Scrolls 6: Sentinel.
After sale of the business, Clare Rose puts its massive facility on the market
Clare Rose has put its 269,653-square-foot East Yaphank warehouse on the market five months after selling its business to Southern Glazer's Wine & Spirits.
Mali: Still no accountability six months after abduction of pro-democracy politician Mountaga Tall and his son
Malian authorities must urgently disclose the fate and whereabouts of pro-democracy politician Mountaga Tall and his son Cheick Mamadou Tall
Mac Studio M5 Ultra 512GB RAM upgrade costs $15,500 on its own
Months after Apple launched the latest Mac Studio, it is finally taking orders for one more configuration, the 512GB RAM M5 Ultra. It's extremely costly.
America's Entrepreneurship Surge Continues: Nearly 5 Million Business Applications Filed Through September - Small Business & Entrepreneurship Council
New Census Bureau data highlight record entrepreneurial activity, changing business models, and the opportunity to help more startups launch, grow and succeed. By Karen Kerrigan – America’s entrepreneurial spirit continues unabated. According to the latest U.S. Census Bureau Business Formation Statistics, nearly 4.93 million business applications were filed during the first nine months of 2026, […]
Trump Says U.S. to End $4 Billion in Aid to Israel at End of Year
The president’s announcement on Election Day, which he said was part of an agreement reached months ago, was a sign of how quickly the politics surrounding Israel have shifted.
Herzog honors JFNA fund that provided $240m. in loans to Israeli businesses
JFNA established the Israel Small Business Loan Fund in the months following October 7, 2023, as part of its Israel Emergency Campaign, which ultimately raised more than $900m.
GTA 6 Coming to PC in "6 or 7 Months," Claims Analyst
One of the final major questions looming over GTA 6 concerns its debut on PC, and an analyst has made their prediction.
Jessica Alba Battled ‘Major Impostor Syndrome’ as She Built The Honest Company Into an Early Star-Led Business Success Story
Jessica Alba was nine months pregnant, stressed out of her mind and battling a bad allergic reaction to laundry detergent when she decided to launch her first business. Alba spoke about her experience...
The Bolsonaro clan is still strong in Brazilian politics despite Flávio's defeat and flight to US
SAO PAULO (AP) — Defeated presidential candidate Flávio Bolsonaro this week left Brazil for the United States, following the steps of his father, Brazil's former President Jair Bolsonaro, who spent several months in Florida after his 2022 election defeat, and his younger brother Eduardo, who move...
Federal financial assistance now available to businesses impacted by BWCAW closures and wildfires
Several months after closures in the Boundary Waters Canoe Area Wilderness and surrounding wildfire impacts disrupted businesses across northeastern Minnesota, some are still dealing with the summer’s financial fallout. This week, Cook County officials announced that small businesses and nonprofit organizations that experienced financial impacts can now access federal financial assistance through the U.S. Small...
Millersville alumna stars in \'Boop!\' Broadway tour, which stops in Philly next month [Q&A]
Actor Ashley Calderon dressed as Betty Boop for Halloween just months before she auditioned for a role in the Broadway tour based on the famed cartoon.
Rendleman Orchards tour reveals science behind farming
Visitors to Rendleman Orchards in rural Union County see the finished product, but rarely the months, sometimes years, of work behind its apples, peaches, flowers and other crops.
Israel heads to polls for pivotal election defined by security and democracy
Many fear neither of the leading political blocs will win enough seats for a majority - meaning weeks or months of political wrangling may lie ahead.
NASA’s Voyager 1 Conserves Power, Resolves Brief Communications Pause
NASA’s Voyager team is celebrating two recent developments with the Voyager 1 spacecraft: In September, they successfully completed a months-long effort to
Come enjoy some picking with the Nature Coast Ukulele Friends
Nature Coast Ukulele Friends invite the public to enjoy some time with good, fun music during the next few months. The group will also help celebrate the holiday season by
“Disastrous Tenure” “Conference is Cooked Now”: CFB Fans React as Big 12 Commissioner Brett Yormark Reportedly Set to Leave Conference Ahead of 2027 Season
The Big 12, which has been under the leadership of commissioner Brett Yormark since August 2022, is set to undergo a major change in the coming months. According to ESPN insider Pete Thamel, Yormark is expected to leave his current position in favor of a role outside of college sports.
Business Owners Have a Window. Most Aren't Ready to Use It. by Tully Ryan
I spend my working life on both sides of a business sale. As an M&A advisor based in Wilmington, I help lower middle market owners across North Carolina, South Carolina and Virginia sell what they've built. As the founder and CEO of IQExit, I work with the bankers, wealth advisors, CPAs and attorneys who sit beside those owners for years before a sale ever comes up. From both seats, I keep seeing the same thing. The market is ready for our owners. Too many of our owners aren't ready for the market. Start with our own backyard. Wilmington's metro area added more than 12,000 residents between July 2024 and July 2025, a 2.6% jump that ranked seventh in the country. It also posted the highest job growth rate of any metro in North Carolina. I see the same pattern in the growth markets I work in across the Southeast. New residents mean new customers and new workers. They also mean new buyers: people who moved here from corporate jobs and want to own something, private equity groups looking for add-ons in HVAC, electrical, landscaping and other trade services, and younger entrepreneurs who would rather buy a running business than start one from scratch. The ownership numbers are hard to ignore. About half of North Carolina's small businesses have an owner who is 55 or older, and roughly 85% of those owners have no succession plan, according to the North Carolina Employee Ownership Center. Nationally, more than half of Baby Boomer business owners have no documented transition plan. That isn't a crisis yet. It's a timing problem. A lot of businesses will change hands over the next decade, and the prepared ones will get the better buyers and the better terms. Buyers have money and they're using it. But an active market doesn't mean a fast one. The IBBA's latest Market Pulse survey found that Main Street deals took six to 10 months from engagement to close in the second quarter, and lower middle market deals took 11 to 12 months. That clock starts after the owner decides to sell. In my experience, the real preparation has to start years before. Two clocks, two playbooks When I sit down with an owner or their advisor, my first question isn't “What's it worth?” It's “When?” The answer puts the owner in one of two groups. If the owner wants out within 24 months, we're in execution mode. There's no time to rebuild the business. The work is cleaning up what a buyer will test: three years of financials that tie to the tax returns, an add-back schedule you can prove, customer and vendor contracts in writing, a lease that can be assigned, and a price the market will actually pay. The goal is certainty to close. If the exit is two to five years away, the owner has something worth more than time. They have choices. That window is where most value gets built, and most owners waste it by waiting. What kills deals In the lower middle market, deals rarely die over the headline price. They die in diligence, or they get retraded late in the process. I see the same causes again and again. The owner is the business. If every key customer relationship runs through the owner's cell phone, a buyer sees risk and a lender sees more of it. The books don't hold up. Buyers spot weak accounting fast. Statements that get revised mid-process, a revolving door in the bookkeeper's chair, revenue tracked on a side spreadsheet, and margins that slip while sales climb with no clear reason all make a buyer nervous. So does an owner who pushes back when asked for documents. And plenty of private owners run personal expenses through the company. Add-backs are normal. Add-backs you can't document turn into a lower offer. The real estate isn't sorted out. Many owners hold their building in a separate LLC. That's fine, but the lease terms or the property sale should be settled before a buyer shows up, not halfway through diligence. Revenue sits in too few hands. Picture a contractor with 40% of its work coming from one builder, or a service company running on handshake deals. Buyers will still look, but the terms shift toward more seller financing, an earnout, or less cash at closing. Owners and advisors: if your exit is three to five years out • Get a baseline now. Find out where the business really stands today: what a buyer would pay, who that buyer is likely to be, and which gaps would hurt you in diligence. You can't fix what you haven't measured, and the answer is often different from what the owner expects. • Make yourself less necessary. Spend the next few years building a manager or small team that can run daily operations and own customer relationships. Put handshake deals into written contracts. A business that runs without its owner is worth more and is far easier to finance. • Clean the books for three straight years. Buyers and lenders look back at least three years. Separate personal expenses, keep the financials tied to the tax returns, track every add-back as you go, and settle the real estate plan early. A word to CPAs CPAs often see a sale coming before anyone else, and you're usually the most trusted voice an owner has. Year-end meetings are the right time to start this conversation. Here's what I'd ask every CPA to do this season with business owner clients over 55: • Ask the timing question. “Do you see yourself owning this business in five years? If not, who takes it over?” Write down the answer and bring it up again at next year's meeting. • Run a proof of cash and review revenue recognition. Make sure the cash in the bank ties to the revenue on the books. Pay close attention to contractors with work in progress and to companies selling memberships or service plans. These issues are easy to fix with years of lead time and painful to fix a month before closing. • Pair the tax return with an exit readiness review. Invite clients to complete IQExit's Exit Readiness Intelligence (ERI) process as part of year-end planning. It gives you and the client a shared picture of readiness gaps and an indicative value range, and the results come back to you as the advisor. That turns a tax meeting into a planning relationship, and it puts you in position to bring in tax and M&A help early, when choices like purchase price allocation can still save the client real money. Changing the conversation For bankers, wealth advisors and attorneys, the hard part is raising the subject without seeming to nudge a client toward the door. I understand that. Nobody wants to tell a 60-year-old owner it's time to sell. So don't. Ask a different question: “If a buyer called tomorrow, what would they find?” That's a planning question, not a pitch, and it's useful whether the exit is two years out or 15. It's the question we built IQExit to help advisors answer. Whether you're in Wilmington, Raleigh, Charleston, Richmond or anywhere else, owners have a real opening right now. The buyers are out there and so is the capital. The owners who come out ahead will be the ones who start getting ready before they're ready to sell.
Florida education chief defends science plan
Education Commissioner Henry Mack pushed back Tuesday against criticism that Florida is de-emphasizing evolution in its new plan for teaching science, insisting the state is still covering a subject he agreed was a bedrock of biological science.“Evolutionary biology and the theory of evolution is in the standards,” Mack said. But several parents and teachers who attended an evening forum on the state’s proposed science standards criticized the proposal by the Florida Department of Education, which Mack runs, specifically the handling of evolutionary science.Joshua Garrett, a teacher in Orange County Public Schools, said the state’s proposed standards “danced around” evolution.State standards are benchmarks for what students should learn in their classes kindergarten through 12th grade, guiding what lessons are taught, what subjects are in state-approved textbooks and what concepts are tested on state exams.Florida’s current science standards call evolution a “big idea” and “the fundamental concept underlying all of biology.”The proposed ones barely mention evolution — a scientific theory explaining change in living species over time from natural selection that has been a cornerstone of biology for more than a century. The term “evolution,” in fact, is never defined in the new high school life sciences standards, though the concepts are sprinkled across several units.The education department has made revisions to its proposal, officials said, but it was not immediately clear at the Tuesday forum, held at Lake Buena Vista High School in southwest Orange County, what those changes were.Mack interjected during Garrett’s comments asking him where specifically he wanted the state to mention evolution more prominently. Then he said, “Consider it done.”Mack also asked Garrett to join the state’s faculty committee on the standards.The state released the new standards in September, and several experts quickly criticized them, saying they lacked depth and skirted around both evolution and climate change, important topics for Florida students to learn.The state has since hosted a “listening tour,” including a virtual forum and two other in-person meetings in Walton and Hillsborough counties. Tuesday’s meeting drew a small crowd of about 30 people, six of whom spoke.Mack described the state’s public forums as a chance for “myth busting” and to make clear Florida’s position.He wants to students to learn “above ideology,” he said, and added that evolution isn’t settled science. TNCMS.AdManager.render({region: 'fixed-big-ad-middle-asset', slot: 1, fold: "span"}); “I want to cultivate skeptics in the healthy sense of that term. As a result of these standards, students should not be walking away convinced of anything other than the rigor of the scientific method,” Mack said.The new standards would replace the current set, adopted after a monthslong, statewide fight over the inclusion of evolution as a required subject of study. Those who opposed the 2008 standards argued creationism, or the biblical story that God created all living things, should be taught alongside evolution.Thomas Simon, a Winter Park parent, compared Florida adopting the new standards to Nazi Germany ignoring the findings of Jewish scientists — which in part lost them World War II.“If this board could explicitly name communism in the history standards last year — because words matter — you must explicitly name the foundations of modern medicine, agriculture, and energy,” Simon said.Florida last year adopted new standards that require students learn about the “dangers and evil of communism.”Teri O’Connor, an elementary science teacher in Orange County, urged Mack to curtail the total number of standards, as they list more than 1,000 benchmarks teachers are to cover during their classes.“It’s only 180 days of school. That right there is an issue, especially if you want to dive in. If we need to teach the rigor of it and to critically think about each one, that’s difficult,” she said.Kathleen Murray, who spoke on behalf of the conservative political group Citizens Defending Freedom, said she was in “strong support” of the proposed standards. Science should teach children how to think, not what to think, she said.“When teaching the origins of life and the universe, the curriculum owes it to the Florida students to be honest about the limits of what scientific models can actually prove,” Murray said.State education officials said they’d received about 1,800 comments on the benchmarks, and they have updated them based on that criticism.With Tuesday the state’s final scheduled public forum, Mack said his biggest takeaway was that the standards needed to be more explicit about teaching students how to evaluate scientific studies and evidence and how to understand the scientific method.“We might have to do a better job of helping students question more as a result of these standards,” he said.In his original statement when the standards were announced in September, Mack wrote in a social media post that “science begins in wonder, not in ideology,” and “the classical tradition taught that nature is intelligible because it is ordered — that the book of creation can be read by reason.”Some read that to mean he was trying to interject religion into public school education. 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Global Health & WASH
The US National Institutes of Health reopened its center and program-project machinery in force. NIGMS is funding Collaborative Program Grants for interdisciplinary teams, NIAID opened both its Immune Tolerance Network and a next-generation R&D call, the NCI runs its Carcinogen Hazard Assessment Monographs program, the National Library of Medicine is funding institutional training in biomedical AI and data science, and NIH reopened its Centers for AIDS Research. The tell: these pay for standing centers and multi-year consortia at institutions with an existing funded research base, not one-off projects, so the fit is an established US research institution, not a single investigator. Disease-specific foundations are again funding the researcher, not just the research. The Parkinson’s Foundation opened its Paul Oreffice Innovations in Care Award and the National Ataxia Foundation its Research Seed Money Grant. The tell, the same one we flagged last cycle, is a named early-career or seed award that builds a pipeline of scientists committed to one condition, so what wins is a researcher willing to specialize. The post-USAID global-health money is routing through a State Department program statement and multilateral innovation funds. The US Department of State’s Bureau of Global Health Security and Diplomacy opened its Advancing Global Health Annual Program Statement, Grand Challenges Canada opened Nexa Lighthouse for climate and health innovation in Asia and the Pacific at USD $250,000 to $2,000,000, and CEPI opened a rolling call on vaccine-manufacturing analytics. The tell: the largest health money this cycle sits in a standing program statement and in staged innovation vehicles, not in a single bilateral grant. Total Estimated Funding Pool: ~$35.4M across discrete grants. (Separately, large national-formula envelopes not counted in this total: U.S. Department of State, Bureau of Global Health Security and Diplomacy (GHSD).) This post is for paid subscribers. This helps support the time and effort it takes to curate and organize these opportunities. Subscribe To keep this accessible to everyone who needs it, we’re happy to offer pay what you can rates. You can find more details here. New opportunities: Paul Oreffice Innovations in Care Award, Parkinson’s Foundation. *New!* *Closing soon!* The Parkinson’s Foundation created the Paul Oreffice Innovations in Care Award to fund clinicians rethinking how people with Parkinson’s disease receive care. The Foundation is using pilot funding to move promising ideas into testable projects, backing work across four lanes: strengthening community clinician capability, redesigning care models, building patient-centered technologies, and defining the minimum clinical datasets that make better standards possible. It wants hypothesis-driven, clinically grounded projects that can generate evidence strong enough to attract further funding. By opening the door to clinicians at every career stage and strongly preferring projects that involve people with Parkinson’s in their design, the Foundation signals that it values practical, patient-shaped innovation over prestige. The strongest fits are US-licensed clinicians with a focus on Parkinson’s and an institutional home for applied care research. Geographies: united states. Who can apply: Clinicians of all career stages, from fellows to established faculty, who are licensed to care for patients in the United States and have a significant focus on Parkinson’s disease. Physicians must have completed a neurology residency (or justify how their training pathway benefits people with PD); allied health professionals must hold an advanced degree, typically a PhD. Fellows, those in mentored positions, and those within two years of starting an independent position require a mentor and a mentor support letter. The sponsoring institution’s grants office is the authorized recipient and funds are disbursed to the institution. Funding amount: Maximum of $200,000 over two years; up to three awards. Targeted Sectors / SDGs: Health; Innovation; Science & Technology. Deadline: November 1, 2026. Learn more and apply here. Design and Deliver the Next EIT Health Bootcamps, EIT Health. *New!* *Closing soon!* EIT Health is opening its call for consortia to design and deliver the next generation of its health start-up bootcamps, funding the curriculum, masterclasses, mentoring, and investor engagement that turn early health ventures into fundable companies. The organization is using these learning paths to strengthen Europe’s health innovation pipeline across digital health evidence, deep tech and AI commercialization, cross-border investment, and patient access. What EIT Health wants to back is not a single course but durable delivery capacity built by partners who span industry, education, and research. Requiring multi-country consortia and a revenue-sharing stake in the programs signals that EIT Health expects these bootcamps to outlast the grant. The strongest fits are established training providers, universities, and industry partners with proven reach into health entrepreneurs. Geographies: Europe. Who can apply: Consortia only (individuals cannot apply), comprising a minimum of two and a maximum of five independent legal entities. Partners must cover at least two sides of the Knowledge Triangle (industry, education, research), including at least one industry organisation, and at least two entities must be legally established in different Horizon Europe countries. Funding amount: Foundational Learning Path: up to EUR €112,000; Thematic Learning Paths: up to EUR €124,500 per path (up to four thematic projects); up to EUR €610,000 total EIT Health funding available under the call. Targeted Sectors / SDGs: Health; Innovation; Science & Technology; Economic Development & Livelihoods. Deadline: November 2, 2026. Learn more and apply here. Technology Transfer Offices & Entrepreneurship Support Call (Beyond the Lab: From Research to Venture), EIT Health. *New!* *Closing soon!* EIT Health is opening its Technology Transfer Offices and Entrepreneurship Support Call to fund consortia that will deliver the Beyond the Lab: From Research to Venture program for healthcare researchers. EIT Health is using the grant to build local capacity for turning laboratory science into incorporated start-ups, paying experienced technology transfer offices and entrepreneurship support providers to run masterclasses, structured mentoring, and a closing Pitch Day across two cohorts. It wants to back organizations that can walk researchers from discovery to company formation, not just teach theory. Requiring two transfer offices plus one venture-building provider signals that EIT Health values proven commercialization experience alongside academic reach. The strongest fits are European research-commercialization teams with a track record of moving health innovations toward investable ventures. Geographies: Europe. Who can apply: A consortium of two Technology Transfer Offices (representing higher education institutions or research organisations) and one Entrepreneurship Support Provider with demonstrated experience in venture building and start-up support. Applicants may apply for more than one learning path where they can demonstrate the required expertise and capacity for each. Funding amount: Up to EUR €77,000 in 2027 and up to EUR €77,000 in 2028 (up to EUR €154,000 total per consortium over two years). Targeted Sectors / SDGs: Health; Innovation; Science & Technology; Economic Development & Livelihoods. Deadline: November 2, 2026. Learn more and apply here. EIT Health RIS Country Representatives Call (2027-2028), EIT Health. *New!* *Closing soon!* EIT Health is seeking organizations to serve as Country Representatives across eleven Regional Innovation Scheme countries in central and eastern Europe for the 2027 to 2028 period. The money funds a national anchor in each country, an organization that maps the local health innovation ecosystem, connects startups and researchers to EIT Health programs, and builds the stakeholder relationships that let health ventures grow. EIT Health is backing local capacity rather than individual projects, which is why it accepts both single organizations and national consortia that span education, research, and industry. The requirement for co-financing signals that it wants representatives already embedded in their national systems. The strongest fits are established ecosystem builders with deep ties to health innovation stakeholders in one eligible country. Geographies: Croatia; Czech Republic; Estonia; Greece; Hungary; Latvia; Malta; Romania; Serbia; Slovenia; Turkey. Who can apply: Registered legal entities established in one of the eligible EIT RIS countries. Single organisations or national consortia may apply. Consortia must include at least two sides of the Knowledge Triangle (education, research and industry), and all consortium partners must be established in the same eligible country. Suitable applicants have demonstrated experience in healthcare innovation ecosystem development, innovation support and entrepreneurship, start-up acceleration, technology transfer, research and higher education, business support, and stakeholder engagement, with strong links to national innovation stakeholders. Funding amount: Up to EUR €182,000 per Country Representative (maximum funding per project); total call budget up to EUR €1,274,500; EIT Health funds up to 60% of total eligible project costs. Targeted Sectors / SDGs: Health; Innovation; Science & Technology; Economic Development & Livelihoods. Deadline: November 2, 2026. Learn more and apply here. Architects of Trust: Community-Driven Demand Creation for New TB Vaccines, Treatment Action Group (TAG). *New!* *Closing soon!* Treatment Action Group, with funding from Wellcome, is opening its Architects of Trust call to help communities prepare for the new tuberculosis vaccines now moving through late-stage trials. The money backs civil society and community-based organizations to raise awareness, surface local questions and concerns, and press policymakers toward equitable national rollout. By pairing each grantee with an advocacy mentor and running a strategy workshop alongside the Global TB Vaccine Forum, Treatment Action Group is building a durable advocacy bench rather than funding one-off outreach. The two-stage design, starting with a short expression of interest, signals that fit and community rootedness matter more than polished proposals. The strongest fits are locally trusted groups with real TB, immunization, or health advocacy experience and a committed project lead. Geographies: Brazil; Ethiopia; India; Indonesia; Kenya; Malawi; Mozambique; Nigeria; Peru; Philippines; South Africa; Tanzania; Vietnam; Zambia. Who can apply: National, subnational, or regional civil society organizations (CSOs) or community-based organizations based in one of the 14 eligible countries or in Eastern Europe/Central Asia regional networks, with experience in TB, immunization, or other health advocacy and in community engagement or policy advocacy; well integrated into stakeholder networks with membership or affiliation to other CSO or community networks; naming a dedicated project lead (’architect of trust’) who can attend the April 2027 Zaragoza forum in person; and holding (or committing to adopt) organizational policies on safeguarding (bullying, harassment, abuse, and harm), equity, diversity and inclusion, and legal compliance, research practice and governance. Funding amount: Grants of up to US$45,000 will be awarded to 8 CSO partners across 14 high-TB-burden countries plus regional networks in Eastern Europe and Central Asia; each grant funds 12 months of work. Targeted Sectors / SDGs: Health; Governance; Policy & Advocacy. Deadline: November 4, 2026. Learn more and apply here.
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OpenAI: ChatGPT Search Is About 20% of Google’s, 250 Million People Speak With ChatGPT, and Chat Is Merging With Work
OpenAI says ChatGPT growth is accelerating. The company added 200 million users over just the past two months, jumping from 1 billion to 1.2 billion weekly active users in 60 days. Its search volume, it says, is approximately 20% of Google’s. Its users create 1.5 billion images with it per week. And its voice mode, between dictation and speaking with ChatGPT, now has 250 million combined weekly active users. ChatGPT consumer product lead Adam Fry told me this during a brief fireside chat at an OpenAI-hosted dinner in New York City on Monday night. “The growth is just going big,” he said. During our conversation, Fry also revealed plans to merge ChatGPT’s Chat and Work modes (so that confusing toggle up top will soon go away), agreed with feedback that ChatGPT-created restaurant signage looks too uniform, and addressed the cost to serve its personal assistant Dots. Here’s a look at our full conversation, lightly edited for clarity and length. We also cover image generation, interactive interfaces, advertising, education, and public unease about AI: Alex Kantrowitz: OpenAI has analyzed ChatGPT’s search volume and compared it with Google’s. What did you find? Adam Fry: ChatGPT has been growing quite quickly. ChatGPT’s volume of search-like queries is now roughly one-fifth the volume of queries of Google. It’s a pretty amazing statistic when you think about it, mainly because we started just about a year and a half ago. It’s hard to remember this, but ChatGPT at a time didn’t have any up-to-date information. You’d ask a question, it would say something like, “It’s past my training date,” and nobody had any idea what that meant. You’re saying ChatGPT’s search volume is one-fifth of Google’s. Bing’s share of the search market is around 5%. Does that make you multiple times larger than Bing? To say that more directly, ChatGPT has gone from one billion to 1.2 in just the last two months. That’s roughly 100 million users in 30 days, and another 100 million in another 30 days. The growth is just going big, and we’re staying very focused on how fast ChatGPT is growing. What counts as a search? I might have 20 prompts back and forth in a ChatGPT conversation. Does each one count as a query? Story continues below… A MESSAGE FROM OUR SPONSOR Move upmarket without a rebuild Moving upmarket means saying yes to what enterprise buyers ask for first: SSO, directory sync, and audit logs. WorkOS gives you all three, so your team keeps building the product instead of the checklist. Get enterprise-ready. Continued from above…. Adam Fry: What people came to ChatGPT for to start, if you go back about two years, is really writing help and coding help. Those wouldn’t be things that you really search for. What we’ve seen over the last year is people have grown into all these other topics. Things like you’re looking up a person or people or a place or a thing, and it requires up-to-date information. That’s a key element. Another big part is finance questions or health questions, where you really want to make sure it’s up-to-date information that’s quite factual, and we’ll do a web search for those questions. It’s basically anything that a user would have traditionally gone to a traditional search engine for, but is now deciding to go to ChatGPT for. Does each conversation with a search embedded count as one search, or does every question that requires a web search count? Every time you ask a question and go search the web, that’s a search. You used to work at Google. How would you say the nature of search is changing? One of the things that people really love about ChatGPT is this personalization and this understanding of the broader journey. If you look in the past, people would go for a Q&A box, and you’d ask a one-off question, like how tall is the Eiffel Tower. But there’s so much context in our lives around, “Maybe I’m taking a trip to Paris.” It’s actually helpful for ChatGPT to respond, “Here’s how tall the Eiffel Tower is, but I know you’re going on a trip to Paris.” It’s that ability for people to actually maintain context over time that has led them to start using ChatGPT in this way. You’ve also announced 250 million weekly active users of voice input, including dictation and conversations with voice mode. We are at 250 million weekly active users. What’s amazing about this is, if you look at those 250 million, what we’re seeing is it’s actually also incremental to the product. It’s no longer just a novelty. People aren’t just trying out voice. We’re seeing them use voice input day to day in their daily life, and it’s grown so quickly. Those 250 million users are using voice input, and that could just be a quick question or a long conversation. We’re seeing both behaviors. We’re seeing people just not want to type. You just hold it and start talking to it, or it turns into a longer conversation where people just sit with it. The big reason for this is the frontier capabilities of our models that we’ve shipped. We shipped what we call GPT Live 1, and then we shipped GPT Live 1.1. The big change with this is that it’s much more natural to speak with. It’s something we call backchanneling and interruptibility. Mhhhm… What you just did there is what the model does, because it’s really good at having a bidirectional conversation. That push to the frontier—we were the first to really release this at scale—has made it so much more natural for people to chat. That’s still only about 20% of the user base. From the outside, that looks small. Why is it exciting from the inside? It’s very exciting for a few reasons. We see from the data that when people start using voice, they stay around using voice. One of the things, transparently, we can do a better job of is bringing more people into discovering it. We see that the number of people who discover it could be a lot higher. But once they do, it’s a really new way for people to interact with AI. We’ve made a lot of improvements to it too, where we’re just going to see the number go up. You have background mode, so now by default, if you close the app, it’ll show, “Hey, the conversation’s still going.” If you want to walk around the house or you’re putting away the groceries, you can still have a chat. That kind of continuity has also changed how much people use it. Dots launched on September 29 and is about a month old. How’s it doing? It’s doing great. We talk to people about their Dot, and the first thing that everyone says is, “I love my Dot.” One of the reasons we’re seeing this is the proactivity, its ability to reach out to you and figure out things. The biggest use case I see all the time is, “Did I forget something today that I was supposed to do?” You can just say to your Dot, “Remind me of things at the end of the day that I may have forgotten. Somebody emailed me or messaged me,” and it’ll do that. This Dot changes the paradigm of the relationship with AI, where it’s actually helping you and giving you time back. You’re more conservative with permissions than some competitors. I tried to give my Dot my credit card, and it wouldn’t take it. With the creator of OpenClaw in-house, why are Dots’ permissions more limited? This is a space where we want to be very thoughtful and conservative because it’s a new space where you’re entrusting your Dot to take care of things on behalf of you that matter and are meaningful. We’ve just talked about how you go to this 1.2 billion user growth and asking questions. Now we’re asking people, “Can you ask ChatGPT or your Dot to help get things done?” But when you ask it to help get things done, it’s a whole new level of trust. We’ve built up a tremendous amount of trust in giving the right answers to your questions, and we want to make sure that when we build this new product, it has a high degree of trust. It’s a long game. We think this is going to be a new market for a very long time, and we want to make sure that we’re being this trusted player in the market to start. I initially thought Dots would be available on my $20 plan, then realized I had to spend $100 a month to get it. I upgraded, but I’d like to downgrade at some point…. We hope to keep earning your business and make the value good enough. It’s a really good point. ChatGPT’s goal more broadly, which I think is unique for us in the market, is we are focused on bringing intelligence to everyone safely across the entire world. For Dots in particular, there’s no difference. We don’t have anything to share tonight about the date of when Dots will go to a broader set of users. But you can rest assured we’re working very hard, and there are a couple things we have to get right. Over time we’re going to work on more efficient, agentic models that are able and capable of doing things for you. The first one is, right now we wanted to make sure that your Dot is actually really helpful. We started with some of our best models, but over time we’re going to work on more efficient, agentic models that are able and capable of doing things for you. The second thing is around proactivity. We’re still dialing in: How much do I message you to help you get things done? We can always play around with that to understand how much usage should a user use to have a successful Dot. We’re going to work on both, and our goal and ambition is to bring it out to all users. How much background computing does a Dot require? I’ve read estimates that serving a $100 subscriber might cost OpenAI $3,000 in compute, and mine seems to read every email that arrives. How often is it checking connected data sources? Right now, Dots are on the compute-heavier side, and this is one of the things we want to make sure that we can dial back over time. But the goal is to give you the best product. This is our premium, always-on personal assistant. Once we nail that, we’ll figure out how to dial back the compute needs. The thing we’re seeing also from our models, as we train frontier models, is just how—I can’t even keep up with how quickly we have a new model, and each new model is more efficient. If you looked at 6.1 Sol when it came out relative to Astra, much more efficient. I’m very excited about the next set of models we have coming too that’ll be even more efficient that we can use. Elon Musk said the cost of serving Grok Bot was unsustainably high relative to revenue. Is efficiency the key to winning against competitors, or is there more to it? There are a couple of factors that go into it. One is the cost side, but the other is the revenue side. On ChatGPT and on our consumer business, we’ve been extremely proud of our ability to diversify different revenue streams in a way that’s growing really fast. To give you another stat, we announced several months back that we had passed 50 million subscriptions, and the number has grown considerably since then. On ads, within 200 days, we reached more than a billion in ARR, and that business is growing extremely quickly. We also have credits. Rather than paying for subscriptions, users can buy more credits. Between credits, subscriptions, and ads, I’m confident that the value of a Dot is going to be able to pay for itself. Elon has subscriptions too. This is clearly an expensive product to serve. One thing we continue to bet on at OpenAI and ChatGPT more broadly is that the models will continue to get much better and much cheaper, way faster than any of us think. If you look back at the historicals on it, it continues to be true. From what I’ve seen, I see no slowing down of that. What is Meta doing right with Muse? It has spent a lot of time atop the App Store charts. There are a couple of things they’ve done well. The first is people have been craving simplicity in their products. One of the things we have stated publicly as well is, at times AI products can be too complex. We’ve announced we’re merging ChatGPT’s Chat and Work. We’re making it much more simple in the products. You don’t have as many toggles or sliders between efforts and different model pickers. One of the things they’ve done well is this simplicity. You just go in and you can ask a question. You don’t have to think too much about what you’re doing. That’s one thing that seems to have resonated with users, which we also believe in. Second, there’s something really nice about being able to access your agent across many different channels. We just announced and launched Dots on iMessage. Whether you talk to your Dot on email or iMessage or within the ChatGPT app, the ubiquity in getting your assistant out there is going to be key. Those are two things that, if I had to be nice to our competitors, I would say were two big ones. So Alexandr Wang’s meme-tweeting strategy isn’t something you’re going to emulate? I have a different tweeting style. ChatGPT still asks me to choose between Chat and Work, even though some people call this technology AGI. Will that distinction go away? Couldn’t agree more. We have to solve this. Asking users to choose — we’ve heard repeatedly from all of our users it’s too much to understand. When should you go to Chat? When should you go to Work? It’s solvable. There’s real research to solve to make sure the models can understand what your intent is. Are you asking for a fast, quick reply? Are you asking me to go do a long agentic task? We’re going to solve it, and the plan is to bring Chat and Work together. So one interface will work out whether I’m asking for a conversation or a task. When? Coming soon. You told me the majority of ChatGPT’s 1.2 billion users are using image functionality. What are they doing? Today, 1.5 billion images are created per week. It’s hard to even wrap my head around that number. They’re doing a wide range of things. One of the most interesting things they’ve started to do is really use it for productivity use cases. The first thing it started with—I don’t know if you saw the ’80s trend, but it was quite fun. You could take a photo of yourself and say, “Put me and my family in ’80s outfits.” I did this for my family, and it was a really fun poster. But what we’re also seeing is businesses for their menus, or posters for birthdays. People are using it almost in a productivity-like fashion to create visual diagrams of what they would like to see. We’ve actually brought the latency down on images as well, so it’s gotten a lot faster. It went from a very high number of seconds to getting much faster. As it comes down even further, the number of images people are creating and the number of use cases is going to grow a lot. My feature request: When a restaurant makes a menu or sign, prompt it for more specificity so it doesn’t look like every other AI-generated restaurant sign. Or offer a shuffle button for a different style. I agree with the feedback, and we’ll take it to the team. I’m seeing ChatGPT generate little interactive interfaces within its answers. What’s the direction for Intelligent UI, and how are people using it? I am extremely excited about Intelligent UI. If you go back a couple years, these chat apps were all text, and now that’s changing. They’re going to be visuals. Intelligent UI and our first attempt at this with GPT-6 Intelligent UI is really just the beginning. As you go to the extreme, what you can imagine is, let’s say you’re using voice mode, and you just say, “Show me how offside works.” Immediately it should show you a visual diagram, and you say, “No, I don’t quite understand it.” It should just repopulate. That’s where the future of this technology goes. It’s almost like you’re talking to a canvas that will update and change. People are finding it helpful for a lot of things. My favorite one is—it’s hard to admit that I had no idea how hearts work. The last biology course I took was in high school. I just asked it, “How does the heart work?” and it instantly gave me a beautiful interactive diagram of where blood flows and how it goes through. I’m really, really bullish on this for learning in particular. You’ve described useful applications in finance, health, and learning, and ChatGPT has 1.2 billion users. If people are getting so much value, why is public polling on AI so negative? The reality with AI is it is going to change the nature of how work gets done. For a lot of people, that is something that can feel scary at times, and we’ve all felt that. But I remain confident that when people actually use the product and they use AI, it very quickly changes how they perceive it. We’re at 1.2 billion, but there are still a lot of people who haven’t used it. The more people use it, get familiar with it, how it can actually help you in your life, it’s going to feel a lot less scary. Big Technology is a reader-supported publication. To receive new posts and support our work, please consider becoming a paid subscriber. Thanks!! Subscribe
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Packers’ DC Receives Head Coaching Prediction Amid Defensive Success
The Green Bay Packers could face a future without defensive coordinator Jonathan Gannon, whose success has sparked speculation about heading into the head coaching ranks once again.Gannon has been identified as a potential head coaching candidate following a great start in Green Bay, just months after losing his previous job with the Arizona Cardinals.Sports Illustrated‘s […] The post Packers’ DC Receives Head Coaching Prediction Amid Defensive Success appeared first on HEAVY.
Hampton Roads’ races top political ad spending in Virginia
Political campaigns and interest groups have spent at least $80 million in the closing months to advertise on TV, radio and online
CDC’s deputy director to leave Trump administration after six months
Jennifer Shuford, who had been Texas’s health commissioner, was part of a team hired to restore confidence in the agency.
Arkansas tax revenue more than $150 million above the forecast
Continued gains in sales tax revenue and a shift in income tax revenue payments helped push Arkansas tax revenue up 7.9% in the first four months (July-October 2026) of the...
Facing the Realities of the Global Energy Crunch
On September 14, American oil executives delivered some alarming news. “The great oil crisis is here.” As the Wall Street Journal explained, “Commercial fuel stocks around the world have been depleting for more than six months, and strategic crude reserves can’t be tapped much further. Attacks last ...
Hortonville reopens Main Street, hopes to help businesses who lost traffic due from HWY 15
Hortonville reopened Main Street after three months of renovations, the first since 1958.
Election Day underway after a surge in early voting, as Trump sows doubt on results
Trump has spent months trying to use the power of the presidency to put his thumb on the scale of this year’s elections, which will determine whether his party keeps control of Congress.
Meghan Markle lands new TV gig months after Netflix lifestyle show came to an end
The Duchess of Sussex’s new job comes amid the ongoing child porn scandal involving her father, Thomas Markle Sr.
Former Hexure president Kevin Pohmer joins OH.io as chief business officer
The Columbus fintech founder behind Financial Guard and IXN Tech steps in as Ratmir Timashev’s venture platform grows its team toward 50 and offers startups a deal with no upfront cost, a shared cut of new revenue and a goal of tripling sales within 18 months.
Washington Commanders Lose Jeremy McNichols to Long-Term Injury
The Washington Commanders have a big absence to fill in its running back rotation with news that Jeremy McNichols will be sidelined for months
Blockbusters, Glory & Scandal: Novembers That Changed the Astros Forever
November does not belong to baseball, at least not by design. Yet, the Houston Astros time and time again have dominated the headlines throughout one of the games quietest months. Today we revisit the November moments that redefined the course of Astros history. Championships. November 1, 2017. Every Astros fan knows the date by heart. […]
The politics of war
Israel went to the polls last Tuesday and it is the turn of the United States next Tuesday. The differences in the two elections are self-evident. Compared with the US, which has favourable geography and does everything at scale, Israel is tiny and part of an unstable region. For its elections, it has adopted an almost pure form of proportional representation based on lists. This encourages multiple parties and can make it almost impossible to form a government, as we can now see. The US system is complex in its own way but discourages third parties. Yet for all the differences in size, geography, and political systems, the fates of the two countries are closely connected. Israel has come to depend on the US to sustain its military strength, and over the past few tumultuous years that dependence has created resentment in the United States. The Biden administration was punished for appearing to give Netanyahu a blank check after the Hamas attacks of 7 October 2023, and not holding Israel back as it employed ruthless tactics in Gaza. Because of the treatment of Palestinians, American views of Israel have grown progressively more negative over the past few years. Only a third now support the Israeli government. While on the left, this is largely because of how Israeli forces have operated in Gaza and, more recently, how the settler movement has behaved in the West Bank, for the American right the issue has been about how Benjamin Netanyahu persuaded Donald Trump to forget his wariness about more Middle Eastern wars and agree to a joint attack on Iran, which has gone badly wrong. The Palestine question was not a big issue for the two large Jewish blocs in last Tuesday’s election. Both supported a tough response to Hamas after October 2023 and neither accepts a two-state solution. It was, however, the threat posed by the ethno-nationalist policies of Itamar Ben-Gvir and Bezalel Smotrich, the two extreme members of Netanyahu’s coalition, and their tolerance, even encouragement, of settler violence, that brought out the Arab voters. (In principle this should strengthen their position though to turn into real power would require the ‘Change Bloc’ overcoming their opposition to involving Arab parties. The alternatives are a National Unity government, defection from the Change Bloc to Netanyahu, or deadlock and another round of elections in the new year.) There was also broad support for the war against Iran among the Jewish parties. The difficulty here is that the objectives behind the war have yet to be met, and that continuing with military operations depends on the United States. In this way the two elections have come together at a crucial moment. If Netanyahu hoped that a victory over Iran would help him retain his majority, cementing his legacy as an Israeli war leader, it did not work out that way. Trump also expected a great victory about which he could boast. He promised at most the end of a hateful and aggressive regime, with a record of hostility to both the United States and Israel, or at least the elimination of Iran’s military capabilities and the end of its nuclear programme. Eight months on, there is not much to boast about; vital objectives remain elusive: the Iranian regime is even more hardline than before; the international economy is barely coping with the closure of the Strait of Hormuz; and Saudi Arabia is struggling with an unwanted conflict with the Yemeni Houthis. For all these reasons, the Iran War has been a dark cloud hanging over both elections. Yet the issue has been approached in different ways. Netanyahu sought to push the issue before the election while Trump has been more cautious. Trump’s essential claim is that there is nothing to worry about and he’s still working out what final steps need to be taken to provide a definitive conclusion to the conflict. Netanyahu’s final pitch was that there was lots to worry about. He focused on Israel’s dire security situation, with the Iran War unfinished and the prospect of imminent economic isolation because of international sanctions. For him it is imperative to defeat Iran decisively, and without delay. Why this different response to the same war? Part of the answer lies in how public opinion in the two countries responded to the war. In this post, I show how this came about. We await the outcome of the US midterms but know the result, at least in terms of the share of the vote if not yet the shape of the new government, of the Israeli election. With the elections out of the way Netanyahu is pressing for another round in the war. Trump is less sure. I conclude with thoughts on the importance of how he decides.
South Korea's AI trade roars back as chip profits soar
South Korean stocks surged as SK Hynix's record profits fueled the AI trade, following months of volatility and concerns over massive AI spending.
Texas Border Business and Mega Doctor News Record 1.29 Million Page Views in Three Months
Texas Border Business and Mega Doctor News are thanking their readers after Google Analytics data showed strong digital traffic for both publications in July, August, and September 2026.
Unaffiliated voters are the fastest-growing group in Pennsylvania. They can decide who controls Congress.
Roughly 78,000 Pennsylvanians have registered as unaffiliated in the last 12 months. These voters will wield huge power in Tuesday's election.
Expedition records no blue whales near the Galapagos for nine months
A nine-month expedition near the Galapagos recorded no blue whales amid unusually warm El Niño waters. Researchers suggest the animals may have shifted south toward cooler, more productive waters.
Knox Community Hospital to join Kettering Health
KCH said the decision followed months of evaluation, including more than 800 hours of onsite and virtual meetings.
Democrats flip New Jersey House seat held by Republican Tom Kean
Democrat Rebecca Bennett, a former Navy helicopter pilot, on Tuesday defeated two-term Rep. Tom Kean, who missed four months of votes in Washington this year as he underwent treatment for depression, a diagnosis he did not disclose until his return.
Former Texas health official resigns from top CDC leadership role just months after joining
Dr. Jennifer Shuford was tapped by President Trump to serve as the agency's deputy director and chief medical officer.
Euclid to open new health center to expand community health access
The center will be located at 22639 Euclid Avenue. The city will announce further details in the coming months.
Como Park Zoo euthanizes Skeeter the giraffe, a favorite of visitors and zookeepers
Zoo officials said Skeeter was “an unforgettable combination of engaging, stubborn, gentle, and mischievous.” In recent months, the zoo said, arthritis limited his mobility and made it difficult for him to rest comfortably.
Trump’s Ukraine Moves and Middle East Tensions Have Europe on Edge Ahead of Elections
As Americans head to the polls, many people in both Europe and the Middle East are on edge, wondering how the midterm elections may shape U.S. foreign policy in the weeks and months to come. While much of the attention domestically has focused on fuel prices and the cost of living, President Donald ...
Fan Favorite Receiver Returns To Bills Practice On Wednesday
After months of ACL recovery, Tyrell Shavers rejoins the Bills following a gutsy postseason performance. His grit and selflessness now face a 21-day evaluation for a roster spot.
How Matthew Broderick ended up living at Warren Beatty’s house for months
Before working together on the 2016 movie ‘Rules Don’t Apply,’ Matthew Broderick had a long meeting with Warren Beatty — which led to him moving into the legend’s house.
Top Kennedy Center official urged closure due to financial problems, not poor conditions, lawyers argue
Eighteen months after President Donald Trump stepped in to remake the John F. Kennedy Center for the Performing Arts in his image, a top official worried about the Washington institution’s hemorrhaging finances urged for it to be shut down, according to court documents filed on behalf of the Ohio congresswoman seeking to stop the center from being shuttered.
NANCY GUTHRIE | After 9 months, investigators turn to Florida scientists for new DNA leads
Arizona investigators working on the Nancy Guthrie case are continuing DNA testing with laboratory partners, according to authorities.
Top Oregon health official skipped report warning long-term seclusions had become common at state hospital
A state investigation found the official had not reviewed a consultant’s report that flagged the problem months before a patient died after 7 months in a seclusion room.
Gang of Dragon developer Nagoshi Studio shutters months after NetEase cut funding
Studio was "officially dissolved by a shareholders' resolution" on October 31, 2026
Dayton Daily News: Premier Health is Wright State’s first jersey patch sponsor
Three months after revealing plans it would seek a jersey patch sponsorship, Wright State University announced a deal with Premier Health on Thursday, Oct. 29. “Premier Health has stood alongside Wright State Athletics for years and this partnership is a … Continue reading →
Android 17 is on 1% of devices after four months, Android 16 on over 25%
Google has updated its Android distribution numbers with the latest update showing that Android 17 is on just 1% of...
Foster going out of business 2 years after move to Winston-Salem, to lay off 181 across NC
Foster will permanently close sites in Winston-Salem, Greenville, and Colfax, laying off 181 total employees over the coming months as the food supply logistics company goes out of business less th…
This tech-forward health name is compounding even as its market shrinks
Veteran investor Drew Cupps's highest-conviction idea for the next 12 months.
Seasonal Health Reminder
As we enter the colder months, seasonal illnesses such as influenza, pertussis (whooping cough), strep throat, and other common viruses tend to become more prevalent. We want to take this opportunity to share a few reminders to help keep our students, staff, and school community healthy.
Nearly Half of Young Adults Surveyed Worry their Financial Health Could Affect Major Financial Milestones
According to a recent Equifax survey, rising costs are changing how Canadians are managing their credit, with younger adults and families facing mounting financial impactTORONTO, Nov. 03, 2026 (GLOBE NEWSWIRE) -- Nearly half (49 per cent) of Canadians surveyed aged 18 to 34 worry their financial health and credit score could affect a major financial milestone in the next 12 months, according to a new Equifax Canada* Financial Literacy survey. That compares with 31 per cent of those aged 35 to 54
Is American Electric Power Still The Business You Bought?
For questions about this article or underlying research, email help@trefis.com. Most people who own American Electric Power (AEP) bought a steady electric utility for its dividend, which came to 2.9% of the company's market value over the last twelve months.
Crystal Hefner hits back at Jon Lovitz for ‘sexist’ response to her claim he was ‘one of the biggest pervs’
Hugh Hefner’s widow and the comedian have been publicly beefing for months.