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Приложение упало в закрытом контуре: скрытые загрузки в Python‑библиотеках для ML
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-08-24 15:14:17 | Created: 2026-08-24 15:15:55

Меня зовут Павел, я разработчик в R77.AI. В статье расскажу, почему Python-библиотеки для ML могут незаметно ходить в интернет, как находить такие скрытые загрузки и что с ними делать в закрытом контуре.

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Я отдал языковой модели доступ к продовой панели администрирования. Вот что пришлось построить, чтобы она её не сожгла
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-08-24 15:14:37 | Created: 2026-08-24 15:15:55

Полгода назад я поддерживал TypeScript SDK для одной панели администрирования. Обычная библиотека: сгенерированный из OpenAPI клиент, авторизация, ретраи, вебхуки. И в какой‑то момент я поймал себя на том, что рутинные вопросы к панели — «у кого истекает доступ на этой неделе», «почему нода отвалилась», «сколько трафика съел вот этот аккаунт» — я решаю одинаково: открываю редактор, пишу пятнадцать строк скрипта на своём же SDK, запускаю, читаю, удаляю.

Мысль напрашивалась: SDK уже типизирован, схемы уже есть, значит модель может вызывать его сама. Так появился marzban-mcp.

Дальше выяснилось, что «обернуть SDK в MCP» — это примерно 10% работы. Остальные 90% — ответ на вопрос, который в обычной библиотеке вообще не стоит: что можно доверить модели делать с боевой инфраструктурой, а что нельзя, и как эту границу выразить в коде.

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Principal sacrifices job to help homeless student
Published: 2026-08-24 15:05:53 | Created: 2026-08-24 15:15:54
A former Ohio principal lost his job after allowing a homeless student to remain in school after the district unenrolled him. He and his wife eventually became the student's legal guardians. CBS News contributor David Begnaud shares the story.
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Is UK's Storm Shadow missile a game changer for Ukraine?
Published: 2026-08-24 15:14:14 | Created: 2026-08-24 15:15:39
Correspondent Joe Inwood breaks down the weapons technology that could make a difference in the Russia-Ukraine war.
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Australia has just 12,000 sea lions left – and ‘carnage’ may await them as bird flu takes hold, scientists warn
Feed: World news | The Guardian (https://www.theguardian.com/world/rss)
Published: 2026-08-24 15:00:36 | Created: 2026-08-24 15:15:39

Virus has already caused catastrophic losses in seals in South America and sub-Antarctica, particularly among pups

Scientists have warned deadly H5 bird flu could cause “carnage” for Australia’s seal and sea lion populations after detection of the virus in long-nosed fur seals in South Australia.

SA confirmed Australia’s first case in a mainland mammal on Saturday after a dead long-nosed fur seal found at Beachport on the Limestone Coast tested positive for H5N1.

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Trump threatens to raise auto, truck and metal tariffs on Canada
Published: 2026-08-24 14:45:58 | Created: 2026-08-24 15:15:36
In a post on social media, President Trump threatened to raise tariffs on Canada for imported cars, trucks, automobile parts and steel after Canadian Prime Minister Carney said he would retaliate economically. NBC News' Gabe Gutierrez reports from the White House on the escalating trade tensions.
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Генератор трафика как инструмент RnD: от концепции до метрик
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-08-24 15:11:26 | Created: 2026-08-24 15:15:36

На мероприятиях по сетевой безопасности всё чаще обсуждают, как правильно соотносить показатели производительности сетевых средств защиты информации (СЗИ) с потребностями организации. Новые функции и продукты в условиях импортозамещения появляются с умопомрачительной скоростью. И с такой же скоростью для них разрабатываются новые методики, показатели, измерительные средства. Но эта гонка касается не только потребителей и интеграторов. Разработчикам нужно как успевать создавать и модернизировать продукты на уровне конкурентов, так и качественно проверять, отлаживать свои решения.

Особенно остро этот вопрос стоит для NGFW — самого сложного и полнофункционального продукта в линейке сетевых СЗИ. Наши коллеги уже делились опытом в этой области. Мы расскажем о своём подходе: как мы сопровождали разработку и тестировали режимы работы сетевых СЗИ с помощью собственного генератора трафика.

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Сергей Брин: от московского эмигранта до создателя Google
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-08-24 15:05:25 | Created: 2026-08-24 15:06:55

В пятницу, 21 августа, миллиардеру Сергею Брину исполнилось 53 года. Он известен как сооснователь компании Google. По данным Forbes, в 2026 году состояние Брина оценивается в $260 млрд, что делает его четвёртым богатейшим человеком мира.

История Брина выделяется на фоне других сверхбогатых предпринимателей, поскольку он стал самым успешным в бизнесе и технологиях выходцем из СССР.

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‘Routine’ medical treatments are not risk free. Patients should ask questions before consenting | Ranjana Srivastava
Published: 2026-08-24 15:00:36 | Created: 2026-08-24 15:05:55

The distinction has become blurred between something being medically available and actually being medically useful

When a friend finally arranges the chat we were meant to have some weeks ago, she apologises profusely for the lack of contact. I tell her she doesn’t need to mollify me but it turns out she is the one in need of sympathy. Her husband had gone into hospital for what was termed a routine procedure. While waiting to collect him, my friend suddenly heard the overhead announcement of a code, announcing a patient in extremis.

“Something told me it was him.”

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Levi Zhang of "Cooking with Levi" shares advice for kids who want to be better cooks
Published: 2026-08-24 14:52:31 | Created: 2026-08-24 15:04:54
Levi Zhang and his parents share some recipes from their new cookbook and talk about how their viral videos started.
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How Trump's economic offensives against Iran and Canada will impact American wallets
Published: 2026-08-24 14:55:30 | Created: 2026-08-24 15:04:54
President Trump is imposing tariffs on Canada after talks stalled. This comes as the White House prepares to announce more sanctions against Iran. Threadneedle's Ann Berry joins CBS News with her take, and Shikha Jain, a partner at Simon-Kucher, joins with more insight.
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Японец оставил семилетнего сына на горе Фудзияма и получил выговор от полиции
Published: 2026-08-22 19:31:43 | Created: 2026-08-24 15:03:55
48-летний японец получил от полиции строгий выговор за то, что оставил семилетнего сына одного посреди пешего маршрута к вершине знаменитой горы Фудзияма.
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Поколение Z все чаще заменяет алкоголь препаратами, которые продаются только по рецепту. Что это за новое веяние и в чем его риски?
Published: 2026-08-22 09:03:38 | Created: 2026-08-24 15:03:55
Чтобы приятно провести вечер с друзьями, Мэтту — 22-летнему молодому человеку с севера Англии — раньше приходилось напиваться до тошноты. Без этого он весь вечер молчал, боясь сказать что-нибудь не то. Мэтт работает на складе. Он рассказывает, что ему казалось, будто он просто «никак не может включиться» в разговоры, которыми все остальные, судя по всему, легко наслаждались.
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Новая цель — Ozon. Удары ВСУ подкосят экономику? | Видеоподкаст «Что это было»
Published: 2026-08-24 14:46:27 | Created: 2026-08-24 15:03:55
Новая цель — Ozon. Удары ВСУ подкосят экономику? | Видеоподкаст «Что это было»
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Ontario's premier says Reagan would be 'throwing up' over Trump's tariffs
Feed: PBS News Hour - The Latest (https://www.pbs.org/newshour/feeds/rss/headlines)
Published: 2026-08-24 14:57:37 | Created: 2026-08-24 15:02:55
Ford said "everything is on the table" after Prime Minister Mark Carney walked away from trade talks late Friday.
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Новый голосовой режим ChatGPT на GPT-Live-1: возможности, проблемы и лайфхаки
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-08-24 15:00:25 | Created: 2026-08-24 15:01:55

В июле 2026 года OpenAI заметно изменила голосовой режим ChatGPT и запустила GPT-Live-1 — модель для более естественного разговора в реальном времени.

Теперь ChatGPT умеет слушать во время собственной речи, реагировать на перебивания, ждать окончания мысли, работать с веб-поиском, памятью, текстом и изображениями в одном диалоге. Сложные вопросы он при необходимости может передавать более мощной модели для отдельного анализа.

Но вместе с этим появились и новые особенности: Live может отлично держать длинный контекст, а через минуту внезапно перейти на «угу», перебить пользователя или додумать то, чего он не говорил.

В статье разберём, как устроен новый голосовой режим, почему он иногда кажется «зубчатым» и, главное, как с ним разговаривать так, чтобы получать более точные, содержательные и естественные ответы.

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‘Point Break’: The Totally Tubular Ride With High-Voltage Buddy Chemistry
Published: 2026-08-24 13:28:11 | Created: 2026-08-24 15:01:55
Keanu Reeves and Patrick Swayze were locked in as star-crossed rivals in Kathryn Bigelow’s 1991 adrenaline-fueled, utterly earnest surf action thriller.
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Anatomy of an Autonomous Attack: 5 Alarming A.I. Capabilities
Published: 2026-08-24 18:09:15 | Created: 2026-08-24 15:01:55
When OpenAI’s agents went rogue in July, they demonstrated ingenuity and drive beyond what many experts imagined — a dangerous harbinger of what such bots could do in the future.
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After Hugging Face Was Attacked By A.I. Agents, It Embarked on a Crusade
Published: 2026-08-24 18:07:41 | Created: 2026-08-24 15:01:55
Hugging Face, a start-up that was breached by rogue bots from OpenAI, is using the hack to push for openness in A.I. development.
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OpenAI is building AI agents for everything. Will everyone use them?
Published: 2026-08-24 15:00:00 | Created: 2026-08-24 15:00:54
Inside the frontier lab’s push to bring AI agents from software engineers to the masses.
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Trump targets Canada and Iran with economic pressure
Published: 2026-08-24 14:49:00 | Created: 2026-08-24 14:56:55
The Trump administration is navigating rough waters with Canada and Iran by applying economic pressure. CBS News' Aaron Navarro and Aaron MacLean have more.
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Here's how much interest a $40,000 5-year CD account can earn savers now
Published: 2026-08-24 14:52:42 | Created: 2026-08-24 14:56:55
Opening a $40,000 5-year CD account now could be a smart choice for savers. Here's how much interest they'd earn.
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High-intensity sprints can trigger molecular changes in the bloodstream
Feed: NPR Topics: News (https://feeds.npr.org/1001/rss.xml)
Published: 2026-08-24 08:45:44 | Created: 2026-08-24 14:53:57
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A new study finds that an all-out sprint may have unique benefits when it comes to the proteins and tiny molecules in your bloodstream.

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Man, woman arrested in Mexico for murder of beloved California educator, police say
Feed: ABC News: Top Stories (https://abcnews.go.com/abcnews/topstories)
Published: 2026-08-24 14:40:08 | Created: 2026-08-24 14:53:55
A man and a woman have been arrested in connection with the murder of Geoff Bernardi, who was attacked last December in Clovis, California.
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Teen pleads guilty over Channel boat with 165 migrants
Published: 2026-08-24 19:35:19 | Created: 2026-08-24 14:50:55
A man admits endangering lives at sea after piloting a dinghy with a then-record number of migrants.
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Football Daily | The Premier League soap opera is back – and Spurs are already hogging the narrative
Published: 2026-08-24 13:55:16 | Created: 2026-08-24 14:50:55

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While the opening round of Premier League fixtures hasn’t yet concluded, Football Daily can’t be alone in having jerked both knees to the point of dislocation based on the evidence of what little we’ve seen thus far. Newly-promoted Hull City look the most likely contenders to challenge Arsenal for the title. Ipswich Town’s Julio Enciso already looks a shoo-in for the Ballon d’Or. Eddie Howe will be head coach of Manchester United by the end of the next international break – if Aston Villa don’t nab him first. And judging by James Trafford’s endearingly heartfelt post-match soliloquy on Match of the Day, Leeds United’s gain is very much the Royal Shakespeare Company’s loss.

Oh, Spurs. Last year’s relegation of West Ham and Wolves had them starting at the foot of the no-points, alphabetical order league table. Then some early promise – without even kicking a ball, by 5pm on Saturday they had risen up a whole quarter of the table, to 15th. The real problems set in when they started actually kicking a ball (or trying to)” – Phil Taverner.

It probably won’t happen (he says, trying to tempt fate), but Spurs finishing 17th and winning their first trophy since 2008 and their first European trophy since 1984 and firing their manager, mate, then proceeding to finish 17th but without a trophy and then spending £400m, just to finish 18th and get relegated, would be the most peak Spursy moment in football history. If they do ‘achieve’ it, I’d give them the Ballon D’or Men’s Team of the Year award” – Noble Francis.

After Hull’s dead-ball demolition of an increasingly expensive Manchester United, I notice they’re sponsored by McVities. Can I be the first to suggest the headline ‘Half Man Half Biscuit’?” – Kev McCready (and no others).

This is an extract from our daily football email … Football Daily. To get the full version, just visit this page and follow the instructions.

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Donald Trump’s military expansion in Panama makes little sense
Published: 2026-08-24 14:09:55 | Created: 2026-08-24 14:50:54
It is warping the neutrality which protects the country’s canal
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How ADHD and Rejection Sensitive Dysphoria are linked
Published: 2026-08-24 14:39:23 | Created: 2026-08-24 14:47:55
Dr. Sasha Hamdani, a board-certified psychiatrist and ADHD clinical specialist, joins "CBS Mornings" to discuss the relationship between ADHD and Rejection Sensitive Dysphoria, also known as RSD.
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Israel warns of 'forceful' response to kites flown from Gaza
Published: 2026-08-24 13:56:22 | Created: 2026-08-24 14:46:58
Hamas says the kites found in Israeli border communities in recent days were launched by children in Gaza.
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Guns, axes, explosives: violent museum heists are on the rise, says Europol
Feed: World news | The Guardian (https://www.theguardian.com/world/rss)
Published: 2026-08-24 14:31:07 | Created: 2026-08-24 14:45:57

EU police agency says shift could point to involvement of new criminal networks focused on specific artefacts

Robberies at European museums are becoming increasingly violent, with thieves sometimes brandishing guns, assaulting staff and using sledgehammers, axes and even explosives to smash their way into buildings and display cases, according to a report by Europol.

The EU police agency said that while museum thefts were generally seen as a non-violent form of organised property crime, member states had detected a recent shift “towards violent and forceful methods” that could point to the involvement of new criminal networks focused on specific cultural artefacts.

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McInnes could be in stand for first Old Firm game
Published: 2026-08-24 14:15:19 | Created: 2026-08-24 14:39:56
Derek McInnes could be in the stand for his first Old Firm match as Rangers manager after a hearing date of 31 August was set for his appeal against a touchline ban.
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Ted Cruz says he thinks Canada's tariff response is "a little performative"
Published: 2026-08-24 14:26:16 | Created: 2026-08-24 14:38:54
GOP Sen. Ted Cruz joins "CBS Mornings" to discuss his new book, "Going Further: The Incomparable Clarence Thomas," and weigh in on the U.S.-Canada trade feud and the Senate race in Texas between Ken Paxton and James Talarico.
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Video shows hundreds held captive after Nigeria mosque kidnapping
Published: 2026-08-24 14:19:14 | Created: 2026-08-24 14:36:56

Gunmen ‌attacked worshippers in Dekara village on Friday taking women, children and older people

An armed group has posted a video showing what ⁠residents said were about ⁠600 women, children and ​older people abducted in an attack on a mosque in Nigeria’s north-central Niger State last week.

The video, posted on Facebook and WhatsApp, ⁠showed large groups of people seated in a forested area surrounded by armed men. Several children could be heard crying in the background.

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Guns, axes, explosives: violent museum heists are on the rise, says Europol
Published: 2026-08-24 14:31:07 | Created: 2026-08-24 14:36:56

EU police agency says shift could point to involvement of new criminal networks focused on specific artefacts

Robberies at European museums are becoming increasingly violent, with thieves sometimes brandishing guns, assaulting staff and using sledgehammers, axes and even explosives to smash their way into buildings and display cases, according to a report by Europol.

The EU police agency said that while museum thefts were generally seen as a non-violent form of organised property crime, member states had detected a recent shift “towards violent and forceful methods” that could point to the involvement of new criminal networks focused on specific cultural artefacts.

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FMS полтора года спустя: от одного флоу до 52 типов задач, или как мы научились запускать новый тип задачи за 10 минут
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-08-24 14:35:30 | Created: 2026-08-24 14:36:56

Продолжение статьи «От монолита и чатов к FMS и FMS App». Читать первую часть не обязательно — нужные вводные дам по ходу, но с ней будет вкуснее.

Всем привет! Меня зовут Даня Сухарев, я директор по продукту внутренних сервисов в каршеринге Ситидрайв. Герой этой статьи — один из таких сервисов: FMS, Fleet Management System. Полтора года назад, ещё в роли продакта FMS, я написал первую статью — про то, как мы за три квартала с нуля построили систему управления автопарком и мобильное приложение FMS App, чтобы победить два монолита, чаты и онлайн-таблички.

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Cycling chiefs criticised for response to Fin Tarling’s death: ‘This simply cannot happen’
Published: 2026-08-24 14:17:21 | Created: 2026-08-24 14:36:55
  • Richard Plugge criticises UCI for its lack of action

  • ‘Riders must be certain they can race on a safe course’

Richard Plugge, the manager of the two-time Tour de France winner, Jonas Vingegaard, has criticised cycling’s governing body, the UCI, for a lack of action following the death of the teenage rider Fin Tarling 10 days ago and said cycling’s leading teams should take responsibility for ensuring safety in races.

“Neither UCI president David Lappartient, nor anyone else, stands up and says: ‘Wait a minute, we really need to think about how we are going to prevent this from happening in the future,’” Plugge, the manager of the Vingegaard-led Visma-Lease a bike team, told the cycling website WielerFlits.

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Brydon Carse dropped by England as investigation begins into handcuffs incident
Published: 2026-08-24 14:31:00 | Created: 2026-08-24 14:36:55
  • Bowler spoken to by police outside bar in Derby

  • Carse replaced in squad for second Test by Sonny Baker

Brydon Carse has been stood down from England’s squad for the second Test against Pakistan this week while the footage of him in police handcuffs outside a bar in Derby city centre is investigated by the sport’s disciplinary body.

Carse was filmed by a member of the public while he was detained briefly on suspicion of “being drunk and disorderly” outside Molly Malone’s Irish Tavern in the early hours of Sunday morning. The 31-year-old fast bowler had been celebrating victory against Derbyshire in the County Championship with his Durham teammates.

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What happens if a debt collector garnishes more than you owe?
Published: 2026-08-24 14:32:28 | Created: 2026-08-24 14:36:54
An excessive garnishment can cost you, but there may be ways to recover money that shouldn't have been taken.
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Unlimited-OCR от Baidu: читает страницу как картинку
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-08-24 14:34:23 | Created: 2026-08-24 14:35:55

Как вы себе представляете работу OCR? Страничка сканируется, программа находит области с буквами, распознает их и выдает текст. Старый добрый Tesseract так и пашет. А вот новый baidu/Unlimited-OCR делает финт ушами: он вообще не ищет буквы. Он берет всю страницу как картинку, жмет ее в горстку визуальных токенов и скармливает языковой модели, которая разворачивает их обратно в структурированный текст. Звучит как извращение, но… работает.

Это прямой наследник идеи DeepSeek-OCR. Сегодня коротко разложу: что это, как устроено, что умеет и как запустить у себя. Будет полезно всем, кто хочет распознавать многостраничные документы за одну проходку или вписать такую функцию в свой проект.

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Canada announces retaliatory tariffs up to 50% against US
Feed: ABC News: Top Stories (https://abcnews.go.com/abcnews/topstories)
Published: 2026-08-25 20:48:05 | Created: 2026-08-24 14:34:55
Canada on Tuesday announced retaliatory tariffs as high as 50% on hundreds of U.S. products.
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Does Elliott have a Liverpool future after latest omission?
Published: 2026-08-24 14:23:54 | Created: 2026-08-24 14:32:55
Harvey Elliott's position at Liverpool looks uncertain following his absence from the matchday squad at Newcastle on the opening weekend of the Premier League season.
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Sharing dangerous driving videos is 'truly reprehensible', PM says
Published: 2026-08-24 16:03:24 | Created: 2026-08-24 14:32:55
His comments come as the government urged TikTok and other social media firms to remove wrong-way driving videos.
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Man suspected of killing five people in Oregon found dead, officials say
Feed: World news | The Guardian (https://www.theguardian.com/world/rss)
Published: 2026-08-24 14:27:28 | Created: 2026-08-24 14:31:01

Authorities suspect Benjamin Charles ​Parker, 36, died by suicide after he was found in vehicle in Washington state

A man ⁠suspected of killing ⁠five ​people in rural Oregon was found dead in a suspected ⁠suicide, local law enforcement officials said on Sunday.

The five homicide victims were found ⁠on Saturday at a home in a ​rural community near ‌Forest Grove, ‌Oregon, about 30 miles (48km) outside Portland, ‌when authorities responded to a report of a vehicle fire.

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Video shows hundreds held captive after Nigeria mosque kidnapping
Feed: World news | The Guardian (https://www.theguardian.com/world/rss)
Published: 2026-08-24 14:19:14 | Created: 2026-08-24 14:30:59

Gunmen ‌attacked worshippers in Dekara village on Friday taking women, children and older people

An armed group has posted a video showing what ⁠residents said were about ⁠600 women, children and ​older people abducted in an attack on a mosque in Nigeria’s north-central Niger State last week.

The video, posted on Facebook and WhatsApp, ⁠showed large groups of people seated in a forested area surrounded by armed men. Several children could be heard crying in the background.

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Wife of active-duty Army sergeant deported amid Trump's immigration campaign
Feed: ABC News: Top Stories (https://abcnews.go.com/abcnews/topstories)
Published: 2026-08-25 10:20:41 | Created: 2026-08-24 14:29:56
An advocacy group says some military families are now "living in the shadows." 
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Graduate job vacancies drop by almost 50% in a year, survey suggests
Published: 2026-08-24 16:50:47 | Created: 2026-08-24 14:27:55
Job site Adzuna said the number of graduate vacancies was the lowest since 2016
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U.S. Unveils Campaign to Cripple Iran’s Economy, but Offers Few Details
Published: 2026-08-24 22:26:44 | Created: 2026-08-24 14:26:54
Treasury Secretary Scott Bessent acknowledged the effort was more of a warning shot that would begin a period of “quiet diplomacy.”
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Opinion | Syria’s Nuclear Saga Needs a Clean Ending
Published: 2026-08-24 14:20:00 | Created: 2026-08-24 14:23:57
The U.S. should insist on full removal of the material, no further nuclear program and Syria’s signature to the IAEA’s Additional Protocol.
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Former world snooker champion Graeme Dott found guilty of sexually abusing children
Feed: World news | The Guardian (https://www.theguardian.com/world/rss)
Published: 2026-08-24 14:11:24 | Created: 2026-08-24 14:22:58

Five-day trial at high court in Glasgow heard Dott subjected a girl and a boy to multiple incidents of abuse

The former world snooker champion Graeme Dott has been found guilty of sexually abusing two primary school age children. The 49-year-old subjected a girl and a boy to multiple incidents of abuse, with the girl targeted between 1993-96 and the boy between 2006-10.

A five-day trial at the high court in Glasgow heard Dott exposed himself in front of both children, touched them inappropriately, and kissed them. On Monday, he was found guilty of two counts of lewd, indecent and libidinous behaviour towards them. In both cases the abuse happened in the Glasgow area.

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Veteran who served 3 tours in Iraq War facing possible deportation
Published: 2026-08-24 14:19:27 | Created: 2026-08-24 14:22:56
A Navy veteran who served during the Iraq War is now at the Otay Mesa Detention Center, facing possible deportation.
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