Texas Senate candidate James Talarico, a Democrat, speaks at a public exhibit about the Epstein files in Dallas. | Chitose Suzuki/The Dallas Morning News via Getty Images
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Eighteen years after his first conviction, and seven years after his much-debated death, the ghost of the convicted sex offender Jeffrey Epstein is suddenly inescapable again.
He’s the subject of scores of midterm campaign ads, each more lurid than the last. A second bill mandating the release of the Epstein files is currently kicking around Congress. And on Monday, House Democrats released a new report alleging that the Justice Department helped cover up details of Epstein’s relationship with President Donald Trump, calling — very aspirationally! — for an independent criminal investigation.
Of course, no one really expects Trump’s attorney general to name a special counsel to investigate the Trump administration. In a statement, one White House spokesperson panned the report as “a desperate attempt by crazed Democrats to distract Americans.” (The timing, just one week before the midterms, does seem pretty fortuitous.)
The document, which runs to 50 pages, draws on public accounts and staff interviews with an unspecified number of survivors, including a former pageant queen who alleges that Trump raped her in 1993. The woman had previously accused Trump of groping her, which a Trump spokesperson dismissed at the time as “fake.”
When it comes to Epstein, however, Democrats don’t need a lot of new material to damage Trump. The scandal, and his administration’s handling of it, continue to cast a long, dark shadow over Republicans.
That’s surprising to me, candidly, because the decades-old dealings of even a very despicable sex offender don’t have any bearing on Americans’ day-to-day costs or experiences. And Trump has been able to brush off a lot of other unsavory behavior and associations.
Many of these young voters “resent the fact that Trump’s basically become part of the establishment” and see the Epstein files as evidence of that, the political analyst Rachel Janfaza recently told Vox. Some also feel burned by Trump’s campaign promise to release the government’s investigative files on Epstein…and his about-face once in office.
Democrats, sensing an opening, are hammering the issue. Relentlessly so. According to data from the tracker AdImpact cited by NBC News, there are currently more than 500 campaign ads airing across the country that include the words “pedophile” or “predator.”
Many of them reference Epstein or the so-called Epstein files, and three-quarters are backed by Democrats. One recent ad featuring an Epstein survivor, and targeted at Kansas Republican Roger Marshall, slams the incumbent senator’s September 2025 vote to block a procedural measure that would have released the Epstein files. (The Senate later moved to release the files by unanimous consent.)
Another ad, this one in Maine, claims that Epstein’s “business partner” funneled $3 million to Sen. Susan Collins’s super PAC. (Importantly, the connection between Epstein and this purported partner is so tenuous as to be nonexistent.)
These ads will fade after Tuesday, of course. But you haven’t heard the last word on this. Should Democrats win control of either chamber, they’ll gain the power to subpoena witnesses and documents for yet more Epstein investigations.
Some Democratic leaders in the House are already salivating over that prospect.
One link for later
➨ Ask better questions than “what do you do?” Small talk is often dominated by idle chatter about traffic, weather, or jobs. To actually get to know your conversation partner, try leading with questions that get at their interests: what a friend’s friend is reading, for example, or what a barista’s favorite beverage is. You can even draft a little list of go-to questions in advance to deploy in conversation when you need them. Just don’t treat the exercise like a checklist. The real key to better small talk is being curious.
Before you go…
Did you know…that concrete is the second-most-used material on Earth? (The first is water!) Mixing and pouring concrete is responsible for a huge share of global emissions, but there are efforts underway to make it more sustainable.
Today’s trivia: An arroyo is a stream — or at least, a streambed — found in what type of environment? (You can find this and other brain puzzles in Vox’s daily crossword. Look for the answer in tomorrow’s edition.)
Yesterday’s trivia: Yesterday we asked you for the name of the lovable yellow dog in the comic strip Garfield. That would be Odie, whose look evolved over the years as illustrator Jim Davis sought to distinguish him from his iconic canine rival Snoopy.
Работаю в VS Code в Linux-виртуалке UTM на маке, и прокрутка там всегда прыгала по три строки и очень чувствительна к движениям пальца, вместо прокрутки приходилось пользоваться обычными стрелками на клаве. Ранее я уже просил Claude это исправить: поставили замедлитель и imwheel, не помогло, на этом и остановились. В этот раз Claude Opus 5.5 за один чат и пару моих правок разобрался до конца. Выяснилось, что причин три, и одна сидит в самом libinput (уж очень клод акцентирует внимание на этой причине): он придерживает первые пол-щелчка каждого жеста и выдаёт их рывком. Claude написал прогу с интерфейсом и настройками, залил всё на GitHub. До идеала macOS не дотягивает - первое движение нужно делать чуть длиннее, чем на маке. В остальном прокрутка плавная и привычная, результатом доволен. В статье - технический разбор, как это получилось. Картинка, вся работа и статья от клода опус 5.5.
The latest generation of Kindle’s 7-inch e-readers have a new look and new accessories. But are they worth the upgrade given Amazon’s new Kindle prices?
Представим, что мы разрабатываем сервис для прослушивания музыки — Пай.Музыку. В него уже заходит больше 100 тысяч пользователей в месяц, в команде работает 10+ инженеров, а недавно к музыке добавились подкасты и личный кабинет музыканта. Новые направления хочется часто обновлять и отдельно масштабировать (из-за разной нагрузки), основную логику — релизить пореже. Но пока всё живёт в одном монолите: общий релизный цикл тормозит команды, а изменения в одних и тех же файлах приводят к мерж-конфликтам.
Команда приняла решение распилить монолит на несколько микросервисов. Но вот незадача: почти никто не имел такого опыта, а о паттернах читали лишь в книжках. Давайте поможем команде внедрить нужные паттерны, заодно обсудив, какую проблему они решают и чем приходится платить за это.
На примере этой системы разберём семь паттернов микросервисной архитектуры, их ограничения и короткие примеры на Python.
В этой статье слова “сервис” и “микросервис” используются взаимозаменяемо.
It feels like the skies above our AI-frenzied world have darkened in the past month. Employees at Anthropic and Google startedquitting, citing fears that the AI was spiraling out of control. After a string of agents started hacking websites, researchers used AI to discover vulnerabilities in critical systems, leading to large swaths of the web going dark last week and giving rise to a scary term: Black October. At the same time, as it continued to ramp up AI spending, Microsoft offered buyouts to 60,000 employees — over a quarter of its workforce — and economists once againwarned of a bubble.
It’s hard to reconcile the incongruity between the recent bad news and good news. For most of us, the state of AI is anxiety-inducing — especially when it comes to our livelihoods. According to a Pew Research Center study published in August, 71 percent of Americans think AI will lead to fewer jobs in the next two decades. That figure is up 7 percentage points from where it was two years ago. Sure, in the best-case scenarios, AI could erase inefficiencies at work, streamline our daily lives, cure diseases, and generally improve the human condition.
But what if you are the “inefficiency” at work that gets erased?
That tension is at the heart of Ethan Mollick’s latest book Co-Existence: The Next Phase of AI. If there is such a thing as an AI sage, it would be Mollick, an associate professor at the Wharton School and faculty director of its Generative AI Labs. To the nearly half a million subscribers to his Substack newsletter, One Useful Thing, he delivers semiweekly updates from the jagged frontier of the technology’s development. His message in any medium is resoundingly clear: You need to use AI in order to understand it. And to get the most out of using it, he argues that you have to accept that AI is not going away; it’s only going to become more important.
That ethos doesn’t make the existential threats of AI any less daunting, but that’s not the point. Unless you’re an early Anthropic employee or a United States senator, there’s probably not much you can do directly to rein in AI’s potential harms. But you can, according to Mollick’s worldview, decide how the technology could fit into your life and think about how you fit into an AI-dominated future.
I recently spoke with Mollick about his new book, what life and work might look like in the agentic AI era, and what it means to be an artisan when even knowledge is industrialized. His theories about living with AI are meant to help you navigate the future, regardless of the latest forecast. This interview has been lightly edited for length and clarity.
We’re entering a new era for AI, and the vibes are different. AI agents are something that many of us will encounter, interact with, and maybe even embrace. I’ve always known you as someone who jumps on the cutting edge of this technology to figure out what it can do. What do you think most people don’t understand about the next generation of AI?
I really think people haven’t internalized what agents do. Agents mean many things, and we can talk about personal agents, like Muse. But the fact that the problems that plagued working with AI agents before — you had to guide them each step of the way, they made mistakes, hallucinated constantly — that’s kind of gone. You can regularly get hours, days, weeks of work out of a system.
It’s not just a theoretical thing anymore. I talk to coders all the time who are a hundred times or more productive than they were before. And in other fields, we’ve kind of moved past the theoretical discussion about AI being, “This is going to be a big deal,” to, “It’s here.” From a whole kind of co-intelligence perspective, we’ve gone from, “Here’s how we use AI and work with a chatbot back and forth,” to, “These systems are now doing real work in ways that matter to real people and are reshaping real fields for better or worse.” And if you’re used to using AI a year ago, if you’re not paying for one of these systems, it’s really easy to have lost track of what’s going on.
What about the practical, everyday ways that AI is disrupting our lives? And what do you think are the limits of that disruption?
So outside of the job world and homework cheating, I think life has changed only a little bit for people, partially because these systems were kind of complicated to use and you had to decide what you were using them for. But I think the advent of personal agents, like Muse and Dot, are going to lead to a very rapid change in a lot of ways.
Most people I know who aren’t experts who use these systems, like my parents, are using these things spontaneously. They’re finding that once you know how to prompt the AI to do something, it can do things spontaneously and come back to you because it has your email and everything else. Just as one example, I was unable to figure out how to cancel my standing $8-a-month wifi subscription from my airline, and I was like, figure this out. And it went to customer service, joined chats, then I have no idea what it did, but now I don’t have a subscription to wifi anymore, thank goodness.
“I deeply worry that if I de-skill myself entirely, I won’t even know how computers work.”
So there is this sort of lowering friction piece that’s super interesting, with good and bad elements to it. The bad side of lowering friction is both that every article gets written by AI, so there’s no human thinking in it anymore, and that companies don’t want 10,000 customer service agents coming to them demanding new things. So I think we’re just on the edge of seeing the mass change in everyday life. Right now, AI is a really good second opinion on everything. As agents become more popular, they start to take action.
How do you know when to let AI do the work, though? We know that offloading certain tasks to AI can make you worse at doing those kinds of tasks in the future. How do you take advantage of AI’s ability to do drudgery but also hold onto your own expertise?
If there’s a personal theme underlying Co-Existence, it’s that one. That is an incredibly hard choice to make, and we’re historically very bad at making it.
Students are the No. 1 case because they’re willing to offload homework because homework sucks and because the incentives for doing any piece of homework are terrible. But overall we need to do it to learn. So people offload that, but even if you’re trying to do the right kind of thing, like using AI only to help you learn and not to replace learning, it turns out that when chatbots are in assistant mode, as opposed to using them as a tutor, it feels like you’re learning even though you’re not. You feel like you’re in the loop even though you’re not. And so that assumes that we both know we want to offload and we do it intelligently and that we do it in a way that helps our long-term gain.
I am worried about us being able to do that. You have to draw lines for yourself about what skills matter to you or not, and you have to be thoughtful, in a way that we’re usually not, about what we’re giving up and what we’re not. Technology’s designed for us to give up stuff. We don’t walk 50 miles a day anymore in forced marches. I don’t know how to weave clothes. There’s a lot of stuff I’m very happy to not know: how to maintain my computer in some ways, even though that’s dangerous. I let Codex scan for security issues because it does a better job than me faster. But I deeply worry that if I de-skill myself entirely, I won’t even know how computers work.
So I don’t have an easy answer, but I think that that will be the defining question for most people in their career paths right now and their lives: What do I give up? I think we can be too sentimental about things that we’re giving up. It’s okay, but we don’t know the full chain of consequences. I think that struggle is going to be central to a lot of people’s experience. I wish I had an easy answer, but now that AI can do so many things, de-skilling is a real problem at this point.
We’re living through a huge transformation. That’s increasingly clear. Besides losing their jobs, a lot of people are scared of losing the sense of what makes them human and what makes them valuable. How do people hold onto that in the years to come?
There’s a transformation happening, and for some people, the work will get more satisfying. There’s a lot of coders who did not like writing lines of code, but they did like summoning software and figuring out what they wanted to build. Their lives are much better because the AI does all the tedious work. They can command things to be built, and it’s so much more exciting than it was before. It lets people who didn’t code start to do incredible coding projects. So on one hand, that’s deeply freeing of the kinds of work that we did. On the other hand, there are people who love writing those lines of code and that’s gone now. You’re a hand-weaver in a world of power looms. Your stuff might be elegant and beautiful, but it is not going to last in a world where industrialization happens.
Industrialization versus craft is a way to think about this. There’s a lot of craft that we’ve grown to really appreciate, like the handcrafted sentence. Those things will be under threat from the logic of industrialization, which is that we need to do more of it. I think that there’s going to be a shift. There’s satisfying work to do, but I think a lot of what was satisfying human work will be under pressure to disappear, because you took pleasure in something that was not automatable, but now is.
We’ve been through this in industrial revolutions before. This is happening at a very large scale to intellectual work, where craft was a very important part of what we did. Mathematics was craft, software engineering was craft. I think that we’ll be under pressure to produce more of it, which is what industrialization’s about, even if that destroys the value of doing this as a person. You get paid to do it now, but you’re not getting the same value you did before.
“We’re no longer in a place where AI is going away.”
I think we’re going to find lots of crises of meaning. Some people are going to find huge amounts more meaning in their work, either because the work itself is now much more interesting. Work is a lot of crap, too. We can say great things about it, but people spend a quarter of their work life saying they’re bored. It’s not like this was a great job for everybody. So some people will have much more excitement in craft. Some people will have it extracted out of their job, and it’s all going to be happening at once. I know it’s not a satisfying answer, but that’s what’s happening.
Forgive me for saying so, but that was an anxiety-inducing answer. It’s an anxiety-inducing time. I wonder what advice you have for us anxious people?
I think anxiety is real, and there’s different levels of anxiety. We’re going through a wrenching change, or we will be going through one that we’re on the edges of now. There is also existential risk about whether AI will kill us all, where we clearly need more regulation. The answers are unclear. Smart people seem to think that that’s a real danger. It’s hard to know. But leaving that aside, there’s anxiety about our own transformation, our jobs. I mean, the industrial revolutions worked out great in the end, but during it, [that] was the time of Marx and anarchists and Dickens writing about London. There’s a transition we have to go through here.
I don’t think we can pretend it’s not happening, and I see a lot of people taking comfort in the idea that maybe this all will collapse and AI will go away. Even if there was a bubble financially, we’re no longer in a place where AI is going away or stopping development. I worry a lot about people doing that. Once you face that, though, I find people often reconstruct meaning in very exciting ways. Thinking about what more you can do and where you find joy in this is actually quite exciting. So I think that anxious optimism is a reasonable place to be.
What I worry about is sticking your head in the sand saying, “I’m not going to learn AI. This will go away. I’m going to pretend it’s not happening.” I mean, I wish I could give you that option. I think there’s a lot of people who wish we could slow things down or turn a dial down, but there’s also a lot of exciting things. There’s a lot of hard problems in the world that are unsolved.
If you lean into the positive pieces, you can ask how we mitigate risk but also think about how we can build a better world. Part of what makes me nervous is people sitting out that second question and just filling up with anxiety rather than believing we have a tool that can rebuild things. How do we rebuild a better world for journalism or for nonprofits or whatever it is? I think it’s a reasonable question to ask, and I worry it’s asked too little.
Together, they have pursued cases against the president’s enemies and protesters and amplified false claims of widespread election fraud, often citing thin evidence.
Привет, Хабр! Меня зовут Мирза, я руководитель проектов ROBIN и Robovoice компании SL Soft. «Сколько стоит автоматизировать наш процесс?» — один из самых частых вопросов, с которым к нам приходят компании. Для одного проекта достаточно робота на обычном компьютере. Для другого нужны распознавание документов, языковая модель и сервер с GPU. Даже при одинаковом числе часов разработки бюджеты будут различаться.
Разница становится еще заметнее после запуска. Робот требует доработки, когда меняется сайт. У решения с ИИ нужно разбирать ошибки на новых документах. Голосовой ассистент расходует минуты связи и ресурсы распознавания речи. Эти затраты стоит посчитать до подписания договора.
Поэтому разберем из чего складывается бюджет, на четырех реальных задачах из нашего опыта: автоматизация закупок, работа с документами, корпоративный ассистент и запись пациентов по телефону.
Scientists uncover ancient hills and swamps that disappeared as sea levels rose across northern Adriatic
Venice is famed for being a floating city, but research shows the land it sits on once lay many miles inland. Dramatic changes in sea level over 10,000 years have reshaped the northern Adriatic coastline, with much of the land that our ancestors roamed now lying beneath the waves.
Samuele Ongaro, at the University of Southampton, and colleagues combined seismic data with sedimentary cores from the coastal basins of northern Italy, Slovenia and northern Croatia to model changes in sea level across the region and reconstruct past landscapes over the past 10,000 years.
Royal tour of Caribbean comes as poll suggests majority support among younger Britons for dialogue on slavery reparations
King Charles has confirmed he will discuss the legacy of slavery at a summit with Commonwealth leaders as he begins his Caribbean tour.
The king arrived in the Bahamas on Tuesday to a ceremonial welcome and attended a youth rally at Clifford Park, the site where the country officially gained its independence from British colonial rule in 1973.
Royal tour of Caribbean comes as poll suggests majority support among younger Britons for dialogue on slavery reparations
King Charles has confirmed he will discuss the legacy of slavery at a summit with Commonwealth leaders as he begins his Caribbean tour.
The king arrived in the Bahamas on Tuesday to a ceremonial welcome and attended a youth rally at Clifford Park, the site where the country officially gained its independence from British colonial rule in 1973.
The Trump administration is attempting to prosecute former FBI Director James Comey for what it calls disclosing classified information, employing the unusual maneuver of bypassing a grand jury.
Commanders suspected of sexual violence during the largest and fastest slaughter of civilians in more than 30 years have been subjected to travel ban and asset freeze
Senior Sudanese commanders implicated in a “campaign of rape” have been targeted by the UK on the first anniversary of a mass atrocity that saw tens of thousands of civilians killed over several days.
A year after the fall of El Fasher, the British government said it had sanctioned military leaders from both sides in the country’s ongoing conflict whom it suspected of sexual violence during the siege of the city.
Calculations from the Center for Global Development say spending next year is likely to be £410m less than anticipated
The UK is on course to miss its target of spending 0.3% of national income on international aid by an estimated £400m by the end of next year.
Calculations from the Center for Global Development (CGD) found the UK was on course for a large shortfall in promised official development assistance at the end of 2027.
Blanche told CNN's "State of the Union" that President Donald Trump, who said Friday that he was "the one that said do it," is not trying to overturn state election results "in any way, shape or form" on the cusp of the Nov. 3 election.
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