RSS Feeds

Я исходил из простого допущения: сначала выводим страницу в топ поиска, а цитирование нейросетями подтянется следом — модель ведь тоже читает интернет. Допущение оказалось неверным.

Взял один сайт, снял два среза данных и свёл их по URL. Ниже метод, код и результат, который меня удивил.

Последнюю неделю июля Синан Джан Демир собирался потратить на портфолио. Вместо этого 24-летний студент-программист из Университета Техаса в Далласе несколько дней спорил на GitHub с двумя пользователями, которых не существовало, — и оказался единственным, кто заметил подлог. Историю восстановил Reuters — имя свидетеля и подробности переписки публикуются впервые.

Привет, Хабр! Фронтмен одной известной группы принёс мне на доработку интересный инструмент и разрешил показать его на Хабре.

Многострадальный старый Телекастер, которому довелось пройти через многие концерты и съёмки, не говоря о репетициях, используется в качестве модерновой ритм-гитары с кастомным комплектом из пяти струн для необычного пониженного строя, да ещё и перевёрнут в леворукое положение.

Есть у этой уникальной электрогитары и другие занятные особенности, которые мы сейчас увидим и услышим.

Разработчики агентных систем оказались в странной ситуации. Модели становятся дешевле, но задачи решают хуже. Провайдеры соревнуются в снижении цены за токен, а команды радостно переходят на облегчённые версии, экономя на вычислениях. Экономия очевидна — до первого столкновения с реальной задачей.

Только потом выясняется, что агент на дешёвой модели делает в три раза больше вызовов инструментов, чем на дорогой. Он теряет способность планировать, начинает галлюцинировать и ходить по кругу, переспрашивать и исправлять ошибки новыми ошибками. Счёт за токены незаметно растёт, время выполнения задачи увеличивается, а многие начинают нервничать.

Это история, уже не только про жадность разработчиков как таковую, а про то, как — и главное, почему так — устроен рынок ИИ, и почему ваша следующая экономия на модели может оказаться самой дорогой скрытой инвестицией в жизни проекта.

Boy, seven, had complained of feeling tired so father left him with snacks and a soft drink and continued his climb

A man who abandoned his seven-year-old son on Mount Fuji in Japan after the boy complained of feeling tired while on a family hike has been reprimanded by local police.

A worker on Japan’s highest mountain discovered the child sitting alone on a bench near the sixth station of the Fujinomiya trail at an altitude of more than 2,000 metres (6,500 feet) on Thursday.

⚽ Updates on the best of the Saturday afternoon action
⚽ Live scores | Football Daily | Email Barry

Championship: Millwall have doubled their lead against Norwich, with Tairyk Arconte scoring his second goal of the game from a Jake Cooper knockdown at a set-piece. It’s 2-0 at the Den and hapless Norwich are staring down the barrel of their second league defeat of the season in two games.

Manchester United: The club has agreed a deal worth an initial £65m for Carlos Baleba and the 22-year-old Brighton midfielder will have his medical this weekend, writes Jamie Jackson.

Boy, seven, had complained of feeling tired so father left him with snacks and a soft drink and continued his climb

A man who abandoned his seven-year-old son on Mount Fuji in Japan after the boy complained of feeling tired while on a family hike has been reprimanded by local police.

A worker on Japan’s highest mountain discovered the child sitting alone on a bench near the sixth station of the Fujinomiya trail at an altitude of more than 2,000 metres (6,500 feet) on Thursday.

Одни вызовы после OrderBy проходят набор один раз, другие приводят к полной сортировке. По коду разницы не видно.

Давайте проверим счётчиком обращений к компаратору — на четырёх машинах и четырёх рантаймах.

Одну минуту, господа, позвольте мне сменить фильтры и проверить, не отключат ли мне энергию, пока я пишу эти строки. За окном идиллическая картинка серого до горизонта неба, через которое не пробивается ни луча, а улица заполнена скопившейся черной грязью, которую никто не убирал весь сезон. Хотелось бы добавить что-нибудь про импланты, но я едва ли не единственный из друзей, у которого их пока нет.

Как показывает практика, этого достаточно, чтобы многие из нас окрестили нашу ветку реальности киберпанком во плоти и удовлетворенно пошли панковать, сидя в телефоне или на диване. Правда, на практике это совсем не так.

Начало, в котором мы разбираемся, чем киберпанк никогда не был, а также - с чего всё началось, читайте тут: Киберпанк. Иначе вы ничего не поймете и будете задавать вопросы про то, что мы уже обсудили.

A few things are certain in life: death, taxes, LeBron James playing professional basketball — and Americans’ belief that crime is getting worse. Since Gallup began asking about national crime in 1989, a majority of respondents said they thought crime in the US was higher than the year before in every survey year except 2000, 2001, and 2025. Even in that last year, 49 percent still said more crime was happening. It’s perhaps the archetypal example of negativity bias, the mental habit of giving more weight to bad news than good.

Last week, the FBI put some numbers on just how big that bias is. The American murder rate — which peaked in 1980 at 10.2 per 100,000 — fell to an estimated 4.1 per 100,000 people in 2025, matching the rates recorded in 1955 and 1956 for the lowest ever measured in the country. The violent crime rate (murder, rape, robbery and aggravated assault) fell 9.7 percent, the largest single drop since J. Edgar Hoover was running the bureau in 1936. 

That much is known. But what’s not known for sure about the crime drop is almost everything else. Adam Gelb, who runs the Council on Criminal Justice, says that there is no single or easy explanation for the historic lows, while Jeff Asher, the analyst who spotted this decline before nearly everyone else, agrees. For every leading candidate — federal pandemic spending, some normalization after the 2020 social collapse, better violence prevention, even the decline of drinking — there is a corresponding hole. 

But there is one American city where researchers can point to a specific program, measure what it did, and put real numbers on it. And it just happens to be the city that spent 50 years — and five award-winning seasons on HBO — as America’s shorthand for murder.   

What Baltimore did

Baltimore recorded more than 300 homicides a year for most of the last decade, and more than 200 for most of the past half-century. In one month, July 2015, 45 people were killed — an astounding figure for a city of just around 600,000 people at the time. 

But Baltimore finished 2025 with 133 homicides, the fewest since 1977 and about 60 percent fewer than in 2020. Through the first eight months of this year, the city has seen 60 murders, and the police commissioner’s target is to stay under 100. 

What caused this? Three things at once.

Baltimore Mayor Brandon Scott’s Group Violence Reduction Strategy identifies the few people most likely to shoot or be shot — two groups that heavily overlap — and sends people to their doors with two messages: you are on our radar, and here is housing and job training. Separately, the longer-running Safe Streets program puts outreach workers with real street credibility between disputes, aiming to interrupt them before they become shootings.

That’s the harm reduction element. There’s also a tough-on-crime component. The state’s attorney office says it has secured 2,129 convictions since 2023 across several gun-related violent-crime categories, with over 1,700 of those defendants incarcerated. 

Meanwhile, Baltimore’s homicide clearance rate reached 60 percent by mid-2026. Its nonfatal-shooting clearance rate was 54 percent, up more than 12 percentage points from a year earlier. Criminologists have long held that the certainty of being caught deters criminals more than the severity of the sentence, and more successful shooting investigations are a common thread where violence is falling around the country. 

How do you tell whether a program worked, or whether a city just got lucky? Drug trials get a control group; cities don’t. Baltimore got one almost by accident: the strategy launched in the city’s Western District in 2022 and nowhere else, which left the rest of the city as a comparison.

That’s what a team of economists and criminologists used. They measured the Western District against Baltimore neighborhoods that hadn’t started the program yet, and over 18 months the number of people shot there, fatally or not, ran about 30 percent below that stand-in. Killings alone fell by a similar share, but deaths are rare enough that chance couldn’t be ruled out. Police made no more arrests than before. Arrests for serious violent crime rose 81 percent.

A second, looser test set the whole city against a composite of other big American cities and put Baltimore’s murder rate about 25 percent below it. The authors are careful with that one: too much changed in Baltimore at once to say how much it the strategy was responsible for.

Murder is contagious

Baltimore’s success is built on two ideas, and they came from two very different places. 

The first came from a doctor named Gary Slutkin, who spent the 1980s and early 1990s fighting tuberculosis in San Francisco, cholera in Somali refugee camps, and AIDS across Africa. He came home to Chicago in 1995, a year the city recorded over 800 homicides. 

When Slutkin examined the city’s shooting maps, they looked familiar. Clustered in space, clustered in time, and spreading case to case — murder resembled the outbreaks he used to fight. Slutkin reasoned that the way to treat violence was to treat it like cholera: find the people most likely to transmit. Interrupt the transmission. Change the conditions that let it spread. Slutkin built the model into a program called CeaseFire, now Cure Violence Global, and its Baltimore descendant is Safe Streets.  

The second idea came from a criminologist. David Kennedy, working in Boston in the 1990s, found that 61 gangs with about 1,300 members — under 1 percent of the city’s young people — were tied to at least 60 percent of its youth homicides. Get those people in a room with police, prosecutors, and community elders, tell them plainly what comes next, and the shooting slows down.

That approach is called focused deterrence. Baltimore’s Group Violence Reduction Strategy is a version of it. To see how it works over a longer period of time, take a trip across the Atlantic to Glasgow in Scotland, which in the early 2000s was considered the murder capital of Europe.

In 2005, in the midst of that wave of violence, Glasgow’s Strathclyde Police established a Violence Reduction Unit that operated with a basic thesis: evidence shows that violence can be prevented. Among other interventions, the unit sent trauma surgeons into schools to describe what a blade does to a face and stationed outreach workers at hospital bedsides to reach victims in the vital hours after an attack, the moment when retaliation can still be stopped. 

In 2024-25, Scotland recorded 45 homicide victims, the fewest since comparable records began in 1976 and down from 96 two decades earlier. Every case was solved.

Pull the handle

So we have clues to why crime has dropped so much, but not clear conclusions. As successful as Baltimore’s group violence strategy has proved, a 2023 study of a similar street-outreach effort in Boston found no effect whatsoever. And the latest evaluation of Baltimore’s own Safe Streets — 11 sites, each measured against a stand-in version of the same neighborhood without the program — produced numbers that sound terrific but settle very little: youth homicides down 42 percent and youth shootings down 21 percent, but neither is strong enough to rule out chance. And while some sites saw youth homicide fall by as much as 100 percent, two sites saw it rise by 42 and 89 percent. 

Some experts, like the UC Irvine criminologist Emily Owens, argue the crime decline has been so widespread and similar — big cities and small, red and blue governments — that the true cause is some larger social change rather than what any one city is doing. Nor can we be sure the fall will continue. Billions in federal pandemic relief money has supported many of the programs that have worked well in places like Baltimore, and that money is already running out. But we can identify one reason why it happened, and learn from that success. 

As it happens, Gary Slutkin was not the first doctor to look at a map of the dead and see a pattern in it. In September 1854, a cholera outbreak was killing hundreds of people in London’s Soho district. A doctor named John Snow had mapped the outbreak and saw the dead were clustered disproportionately close to the district’s Broad Street water pump. Snow had a theory that water was connected to the disease and convinced a Soho parish board to remove the handle of the pump. 

Nobody in Soho at that moment could have told you what caused cholera. It would only be 29 years later that someone would definitely identify the responsible pathogen, and in doing so, explain why Snow’s intervention worked. But the explanation could wait. The dying stopped that month in Soho, just as it is stopping in Baltimore and around the US today. And that’s what counts.

A version of this story originally appeared in the Good News newsletter. Sign up here!

PM tells regional mayors during informal discussions he is keen for tournament to return to British Isles

Andy Burnham has said he wants to bring the men’s World Cup to the UK in 2042, returning the tournament to Britain for the first time in almost eight decades.

During informal discussions at No 10 North in Manchester on Friday, the prime minister told regional mayors he was keen for the tournament to be played in the British Isles.

С 13 по 21 августа Anthropic выпустила восемь версий Claude Code, с 2.1.232 по 2.1.239. Разбираю по порядку, что реально приехало: fork-субагенты с наследованием контекста и фоновые спавны, переписка между сессиями через @имя и SendMessage, автопродолжение работы после сброса лимита, Auto mode как режим по умолчанию с правилами на обычном английском, research preview команды /design, переменная ANTHROPIC_DEFAULT_MODEL, стиль вывода Concise, поддержка GitLab MR и починенная память в длинных сессиях. Часть вещей я прогнал на своей машине с 2.1.239 под Linux — включая ловушку с $defaults, которая сносит единственный дефолтный hard-запрет, и расхождение changelog с реальным поведением при возврате todo-инструментов.

Content creators are fighting proposal to boost traditional broadcasters in video platforms’ all-powerful algorithms

The millions who subscribe to the content creator Simon Squibb’s social media channels are usually delivered tips and hacks on how to turn their dream business idea into reality. But they were recently presented with something completely different.

In an Instagram post entitled “the government wants to control YOU”, Squibb issued an urgent call to arms. He asked his followers to fight against a proposal that he said could force content from the BBC and other traditional broadcasters into their social media feeds and recommendations whether they liked it or not.

Separate criminal convictions come as domestic violence charities warn of tech-facilitated abuse and coercion

Two men have been convicted this week in separate criminal cases that revealed they had posted explicit content on OnlyFans without the full consent of the women whose images were uploaded.

In the first case, Alexander Tang, 37, took and uploaded 47 intimate images and four videos of a woman to OnlyFans without her consent, and was paid money for the material he posted to the website.

A Democrat’s remarks have resulted in impassioned defenses of the Trump aide. The right has discovered misogyny

Jon Ossoff is quite the miracle worker. Perhaps the Democratic senator can’t turn water into wine, but he has managed to turn whining conservatives into impassioned feminists.

During a rally last Sunday, the Georgia senator delivered a takedown of Donald Trump, which included a reference to his aide Natalie Harp. “He doesn’t want to do the job,” Ossoff said of the president. “He wants to build his ballroom and travel with Natalie on their apparently defenseless flying palace gifted by the Emir of Qatar.”

Arwa Mahdawi is a Guardian columnist

• Several young men arrested over incidents at games

• Trend emerged last season during games

• Cryptocurrency group has claimed responsibility

Chicago Sky guard Natasha Cloud has spoken out after the return of a trend that involves sex toys being thrown on to the court during WNBA games.

Arena staff removed the objects from the court during the Sky’s win over the Golden State Valkyries on Friday night. Players stayed on court during the incident. A suspect was detained during a similar incident on Thursday during the Atlanta Dream’s win over the Los Angeles Sparks.

Streamed auctions offer a cheap way to buy the precious gems, but experts warn that quality is not guaranteed

The first time Andrea Greenhill came across a livestream auction for lab-grown diamonds while scrolling on TikTok, she was stunned. While the diamond engagement ring her husband proposed with years ago had cost thousands of dollars, these loose lab-grown diamonds were selling in seconds at a fraction of the price.

“I have two rings that are both natural diamonds and cost a fortune,” she said. I saw the prices they were going for in the auctions, and I was like, “This is insanity.’”

Separate criminal convictions come as domestic violence charities warn of tech-facilitated abuse and coercion

Two men have been convicted this week in separate criminal cases that revealed they had posted explicit content on OnlyFans without the full consent of the women whose images were uploaded.

In the first case, Alexander Tang, 37, took and uploaded 47 intimate images and four videos of a woman to OnlyFans without her consent, and was paid money for the material he posted to the website.

MLB catcher Jake Rogers probably didn't know if he was coming or going the last several weeks: he's been a Detroit Tiger, a Baltimore Oriole, a Boston Red Sox, and now he's a Chicago White Sox.

(Image credit: Duane Burleson/Getty Images)

Мы привыкли считать нейросети просто статистическими попугаями. Но последние работы – от пермских экономистов до Anthropic – показывают: в группах эти “попугаи” порождают поведение, которое невозможно предсказать по отдельным особям. Появляются культура, конформизм и даже альтруизм, которого не хватает людям.

Эта статья – попытка разобраться, что происходит, когда за агентами никто не следит. Под катом цифры, скриншоты, гифки и немного неуютные выводы.

Для тех, кто держит или собирается держать LLM внутри контура: тимлидов, DevOps, архитекторов. Здесь конфиги, цифры и грабли, а не введение в трансформеры.

Что вы унесёте: историю пяти последовательных конфигураций с тем, что каждая дала и чего стоила; рабочий набор флагов vLLM под одну карту Blackwell; три неочевидных бага и обходы; разбор реального счёта с отношением вход/выход 452:1.

Главный вывод, если дальше читать некогда: на агентской нагрузке кэш префикса решает больше, чем выбор модели, размер карты и всё остальное вместе взятое. Мы шли к этому через четыре промежуточных стенда и потратили лишние месяцы, потому что не понимали, что именно меряем.

Если вы хоть раз пользовались LLM, то почти наверняка сталкивались с двумя ее классическими болячками: галлюцинациями и устаревшими знаниями. А когда дело доходит до рабочих задач, появляется еще одна проблема — как использовать внутренние документы компании, не выкладывая их в открытый доступ. 

В этой статье разберем метод RAG (Retrieval-Augmented Generation) и подробно посмотрим на один из самых интересных open-source инструментов для его реализации — RAGFlow. Попробуем понять, насколько он подходит для внутреннего использования.

It’s the Democrats who have mostly had to answer questions about electability this midterm season, but why are there so few questions about the “E” word for the other side?

Gas prices are still skyrocketing. A number of Republican candidates, such as Ohio Rep. Max Miller and former Texas Attorney General Ken Paxton, who’s running for a Senate seat, are mired in scandal. The Iran war was unpopular from the start, but it is getting even less popular as it drags on. And Trump’s approval rating recently hit 33 percent, the lowest of his presidency yet.

On this week’s episode of America, Actually, host Astead Herndon speaks with one of Trump’s most vocal defenders, conservative influencer CJ Pearson, about whether we’re seeing Trump’s brand slip even among his supporters and the young people who helped him win in 2024, and how that could affect the midterm elections. 

Pearson, a conservative content creator and influencer, first went viral when he posted himself, then 12 years old, criticizing Barack Obama in a YouTube video. Now 24, Pearson is one of MAGA’s most prominent Black voices.

In this episode, Astead and Pearson discussed how Republicans should answer questions about whether voters’ lives are better than they were two years ago; whether Trump still has any cultural cachet left over from his last presidential campaign; and when Pearson started to see young Republicans turning away from the MAGA movement.

Below is an excerpt of Astead’s conversation with Pearson, edited for length and clarity. There’s much more in the full show, so listen to America, Actually wherever you get your podcasts or watch it on Vox’s YouTube channel.

That “E” word’s been thrown around a lot about Democrats, but we want to think about how Republicans are on their own. If you could rate Donald Trump’s second term one through 10, what would you give it?

I think the president’s doing incredibly well for the American people. Promises made, promises kept in many ways. 

I think if you look at this president who ran on securing our southern border, he’s done it. You look at this president who’s talked about bringing down costs, he’s brought down the cost of dairy, eggs. He’s achieved that. 

And I think also this president is only just getting started. He ran on “no tax on tips.” He did that. He ran on “no tax on overtime.” He did that. Oftentimes I tell people the challenge of this administration is keeping up the messaging at the same pace as the accomplishments of this president.

And so I think that there’s a lot more work to do. Thankfully, we have two more years to do it.

Can I get a number?

I think he’s doing well. I will say I grew up in a place where there’s always room for improvement, so I’ll give him an eight.

You’re giving him an eight. I wanted to just start there because Trump’s approval rating has fallen, as I’m sure you have seen. Why do you think the country isn’t maybe on the same page as you?

I think a lot of people are focused on their pocketbooks, right? They’re focused on domestic issues, and I think that we have been very internationally focused over the course of the past few months as we’ve navigated and dealt with the Iran conflict. 

But I think that as we get ready to get through this last wave of primaries, I think you’re going to see a change in his messaging and a reset at the midterm convention in Dallas next month in September. 

And I think you’re going to hear this president talking about how he’s made America more affordable, how he’s kept Americans safe, far safer than they were under President Joe Biden.

And I think that you’ll see those numbers start to change. And a reminder, the only poll that matters is on Election Day. There are many polls that had Kamala Harris beating President Trump, in 2024, and that didn’t happen.

Yeah, I don’t want to be overly poll-reliant, but we’ve heard some of this directly from Republicans even. 

We were at Donald Trump’s UFC event in DC talking to young men, and even there we heard people really come to be critical on three issues specifically: tariffs, the Iran war, and the handling of the Epstein files.

You mentioned the question of affordability. Donald Trump has said, quote, “I love the inflation.” And when asked by reporters about the public strain that has come from the conflicts with Iran, he said, “I don’t think about Americans’ financial situation. I don’t think about anybody.”

How can you say that Republicans are gonna run on affordability if the president’s saying he doesn’t care if Americans’ lives are unaffordable?

Well, I’ve often said that we can’t cede this entire affordability debate to the Democrats. The reason that I think a lot of young people are giving a little bit, even a flirtatious nod to the DSA and their socialist and communist candidates, is because they’re talking about an issue that’s top of mind for them.

In the same way that when President Trump won in 2024, he was talking about issues that were top of mind of the American voter, which was the cost of living. 

And so I think that we need to get back to that messaging. I think that this president has continued to deliver on that front. Costs are coming down.

The economy is resurging. We’re seeing economic and global investment in this country unlike anything we’ve seen before. In Oklahoma, we’re bringing back manufacturing with the aluminum smelting plant.

But the president’s not saying this. The president’s saying, “I love the inflation, and I don’t think about Americans’ financial situation.” Do those words help Republican midterm candidates?

Well, I think the president has a lot of time to say a lot more things because Election Day is pretty far away from now. I think we have two or three months left, and I think the president will make this case. 

But I think what will also make the case is that the candidates that the Democrats are running and nominating all across this country, who are now affiliating themselves with the socialist movement, are not actually fighting for things that will actually ever work.

Socialism has never worked anywhere it’s been tried, and I think that this is going to be an election between common sense versus crazy. Do you wanna run a candidate that hates Thanksgiving?

For the record, that candidate lost in the primary. She will not be on the ballot in November.

She did. She almost was there, though, and that’s the thing. I’m glad common sense won the day in Wisconsin, that the good people there love turkey.

I know that you say that the argument is based on how Democrats are out of touch, but we have talked about some ways in which Donald Trump has not lived up to folks’ expectations, particularly on things like prices and on things like the Iran war.

How does the GOP overcome that electability question? What is their message when folks ask, is their life better than two years ago?

I think we’ve got to lock in. I think we also need to prosecute the case that it’s going to be a lot worse under the Democrats if these crazy communists get into office. And so I think that when you’re looking at costs, we need to make that argument central. We need to make that what we lead with.

And I think that we have to pump the brakes on a lot of the international stuff. And I think that we need to talk about the things that are actually affecting people’s everyday lives at grocery stores, at gas stations, wherever it may be. And I think that is how we can kind of turn the ship around.

When we talk about the Democratic candidates, you’re saying the DSA candidates are far left, and we’ve certainly explored some electability questions for them and some ways that I think they might have stances that are misaligned with the American people. But so does Donald Trump, and he’s endorsed scandal-plagued candidates like Ken Paxton in Texas, like Max Miller in Ohio.

Why is that not just as much a sign of a conservative version of extremism, just as you are arguing that there’s a Democratic or leftist version of that?

Because I think you’re talking about folks who have dealt with issues in their personal lives, not necessarily their voting record.

Okay, maybe I should say Tom Tiffany, who didn’t vote to certify the 2020 election, but I imagine you agree with him.

Well, no, I think that was six years ago. I don’t think about 2020 anymore. I think about 2026 and I think about 2028. So when I look at that … it’s important that we really make the case for crazy communism versus common sense. And I think that the American people are not going to vote for that.

I guess I’m saying, does Donald Trump win the commonsense argument? Like, isn’t crazy versus commonsense an argument that Democrats can make and say Donald Trump is said crazy?

No, because I think Donald Trump definitely wins the common sense argument when we’re running against folks who belong to a party that is now, you know, waging a war against Thanksgiving, who believe that biological men should be playing women’s sports. Again, these are 80/20 issues, and so I actually really like our odds here.

It’s going to be hard, right? It’s always hard for the party that controls the White House to fare all too well in any midterm election. But I think that we’re going to overperform. I think we’re going to hold onto the Senate. The House will be a dogfight, but I like our chances.

Внешний счётчик ставится за пять минут, и обычно этого достаточно. Но у модели «сторонний скрипт с чужого домена» есть технический потолок, и на магазине я в него упёрся: запрос к третьему домену режут блокировщики и антитрекинг браузеров, на объёме включается сэмплирование, cookie тянет за собой баннер согласия (а все, кто его отклонил, выпадают из статистики целиком), и главное – поведение ваших покупателей лежит в чужой системе, рядом с которой нет ваших заказов.

Ниже – как устроен свой cookieless-трекинг в двух проектах на Next.js: интернет-магазин (Next.js 15.5, TypeScript, Prisma 6, PostgreSQL) и маркетплейс услуг (тот же Next.js, но pg без ORM). Код в статье – из работающих проектов, с теми решениями, которые оказались неочевидными, и с теми, которые пришлось переделать.

Сразу оговорка: это не «Метрика – зло». Для контентного сайта внешний счётчик закрывает вопрос целиком. Разговор начинается там, где аналитика – часть продукта.

Работая с PHP, испытываешь постоянную необходимость поддерживать документацию в актуальном состоянии. В последнее время PHP проекты — это API‑first, когда бек на PHP, а фронт собирается отдельно.

Тут у нас два пути:

— Spec‑first, то есть сначала готовится спецификация всех возможных маршрутов с входными/выходными параметрами, ошибками и пр. Часто это YAML‑файл OpenAPI.

— OpenAPI файл генерируется на основе атрибутов и аннотаций в коде.

В первом случае мы делаем то, что прописано в спецификации и имеем возможность сравнить, верно ли у нас всё сделано. Во втором случае у нас всегда актуальная схема (после автоматического обновления).

Хотелось бы легкий, современный UI для отрисовки готового OpenAPI yaml файла для первого типа работы с документацией API.
И, кажется, Scalar для этого отлично подходит, но вот интеграции из коробки у Symfony со Scalar нет. В одном своём проекте у меня подход OpenAPI‑first, то есть сначала спецификация, потом реализация. Мощный NelmioApiDocBundle тянуть в проект не хотелось.

Выбор пал на Scalar. Но одно плохо, нет интеграции. Можно было просто интегрировать своими силами в проекте, но понял, что можно оформить это в виде bundle и в дальнейшем переиспользовать в других проектах.

Как собрать персональную ленту для миллионов пользователей, когда обычный SQL-запрос с JOIN становится слишком тяжёлым? Рассказываю, как мы заранее собираем ленты, обновляем их через события и храним готовый результат в MongoDB.

Это статья будет в большой степени для обычных пользователей интернета, но так же и для владельцев и разработчиков (в конце будут решения), Вы поймете почему у Вас не открываются определенные легитимные сайты и что делать.

У уязвимостей нет инцидента, нет простоя, нет тикета с горящим SLA. У неё нет ничего, что обычно заставляет IT сервис решать проблему быстрее. Именно поэтому она проигрывает конкуренцию за внимание ровно до того дня, когда становится инцидентом.

В статье я немного расскажу про Vulnaware, как в итоге у меня получился механизм оперативной приоритизации уязвимостей, с дополнительной экспертизой и оповещением SOC 24/7.

• Former Test batter has interim coach post for Pakistan series

• Australian Mike Hussey confirms ‘casual approach’

Marcus Trescothick would like to remain part of Stephen Fleming’s backroom staff when the incoming head coach takes charge of England’s Test side after their series against Pakistan.

Trescothick, an assistant during Brendon McCullum’s tenure, has the head coach role for the three Tests against Pakistan and got off to a winning start on Friday, with Joe Root’s side thumping the tourists by an innings and 103 runs at Headingley.

Пьер Карден — французский модельер итальянского происхождения. В 1957 году он представил первую коллекцию моделей женской одежды, а позже под брендом Pierre Cardin стали продаваться самые разные вещи. О них и о том, как он защищал свою интеллектуальную собственность, в нашем материале.

Представим ситуацию: вы - руководитель средней IT-команды. В наше время у каждого сотрудника, от технического писателя, до архитектора, есть платная подписка на AI-инструменты. Так как это производственная необходимость - компания компенсирует затраты на личные подписки каждому члену команды.

Но у всех сотрудников совершенно разные затраты, и далеко не каждый будет тратить эффективно свою подписку.

Возможно, подписки можно как-то объединить в единый пул? Именно этот вопрос мы будем рассматривать в нашей статье

New CDC data shows MMR vaccination among kindergarteners declining slightly as non-medical exemptions climb to 4.2%

A week after Donald Trump made a series of misleading claims about vaccines – including that some injections look “like the size of a soda bottle” – the Centers for Disease Control and Prevention (CDC) released the latest data on national kindergarten vaccination rates.

CDC communications downplayed the changes – a three-sentence announcement said, “overall vaccination rates among kindergarteners remained high” – but medical experts immediately saw cause for concern in the trends.

A meaty, Middle Eastern style stuffed vegetable feast finished off with an ice-cold berry dessert

There’s something delightfully retro about stuffed vegetables. They take me back to Delia Smith’s iconic Summer Collection cookbook, which blew my tiny mind when it came out in my early teens. Too sheltered to know about the e rage that had inspired Delia, I delved into my mother’s vegetable crisper with reverence, stuffing courgettes, tomatoes and aubergines with a zeal that had escaped me at school. How could the roasting, reducing and condensing of ingredients create such explosions of flavour? I was hooked. I have recently been returning to this technique with glee, a simple solution for turning seasonal vegetables into feasts.

A call revealing Todd Blanche’s plans to crack down on mifepristone lays bare the danger

The abortion pill is a miracle. Mifepristone, then called RU-486, was synthesized by a French lab in the 1980s; in combination with misoprostol, commonly used as ulcer medication, it cuts off the body’s supply of progesterone, halts the development of a pregnancy, and incites contractions, which empty the uterus. The drug allows pregnancies to be terminated with a shocking degree of reliability and ease. Gone are the concoctions of ergot and Spanish Fly dispensed by 19th century midwives, which only sometimes worked to induce a miscarriage; gone are the backroom procedures of the pre-Roe US, when drunk, lascivious, incompetent or cruel providers wielded bent coat hangers in dirty rooms. The abortion pill is safe, effective and cheaper than ever. And since Dobbs, it’s everywhere: even if you live in a state with an abortion ban, you can get the pills shipped to your house in the mail. Since Roe was overturned, there has not been a return to the terror of mass death that marked the pre-Roe era of septic abortion wards, where women routinely found themselves maimed, sickened or killed. There’s exactly one reason why: because illegal abortions were largely unsafe without the pill, and they are extremely safe with it.

So of course, the Trump administration and their allies on the American right are trying to get rid of it. And this month, they gained a powerful new ally when Todd Blanche, Donald Trump’s former personal lawyer and an anti-abortion zealot, was confirmed as attorney general.