Cryptocurrency theft is estimated to generate half of the country’s foreign currency income

North Korea plays by its own rules. The isolated, secretive and autocratic country is largely cut off from the world’s economic system – but when it comes to generating foreign earnings it relies on some of the world’s most sophisticated hacking.

Experts, such as TRM Labs, quickly attributed the extraordinary $6.3bn (£4.7bn) Binance cryptocurrency theft to TraderTraitor, an elite North Korean hacking unit that has also been known as the Lazarus Group. Though the link may not be proven yet, the pattern of behaviour is familiar.

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© Photograph: AP

© Photograph: AP

© Photograph: AP

We’d like to hear from people who’ve been directly affected by the hack or now have concerns about crypto security

The world’s largest cryptocurrency exchange has been hit by an industry-record $6.3bn (£4.7bn) hack.

Binance has scrambled to freeze the affected assets, with about $3bn located so far. Co-founder Yi He said the company would cover “all hacking losses”. Analysts have attributed the attack to North Korean state backed hackers.

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© Photograph: Bloomberg/Getty Images

© Photograph: Bloomberg/Getty Images

© Photograph: Bloomberg/Getty Images

Warm your hands on these sweet little envelopes of gently spiced, toffee-glossed apples wrapped in puff pastry. Perfect Bonfire Night fodder

These plump and rustic little parcels are perfect for Bonfire Night: warming, portable and, wrapped in a napkin and held in one hand, easy to eat outdoors. Filled with gently spiced, toffee-glossed apples, they are deliberately more homely hand pies than anything overly neat or patisserie-like. The small amount of miso in the filling deepens the toffee flavour and rounds out the sweetness, without making it taste too savoury or funky.

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© Photograph: Phoebe Pearson/The Guardian. Food styling: Isobel Clarke. Prop styling: Lucy Turnbull. Food styling assistant: Francis Quinn.

© Photograph: Phoebe Pearson/The Guardian. Food styling: Isobel Clarke. Prop styling: Lucy Turnbull. Food styling assistant: Francis Quinn.

© Photograph: Phoebe Pearson/The Guardian. Food styling: Isobel Clarke. Prop styling: Lucy Turnbull. Food styling assistant: Francis Quinn.

Binance exchange says it will cover customer losses as it scrambles to freeze affected assets, with about $3bn located so far

• Q&A: How big a deal is the $6.3bn crypto heist?

• Tell us: have you been affected by the Binance hack?

• Business live – latest updates

The world’s largest cryptocurrency exchange has been hit by a record $6.3bn (£4.7bn) hack described as the biggest heist in history, with experts identifying North Korea as the likely culprit.

Binance said it would cover all customer losses as it froze $3bn of the affected assets.

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© Photograph: Darrin Zammit Lupi/Reuters

© Photograph: Darrin Zammit Lupi/Reuters

© Photograph: Darrin Zammit Lupi/Reuters

Binance exchange says it will cover customer losses as it scrambles to freeze affected assets, with about $3bn located so far

• Q&A: How big a deal is the $6.3bn crypto heist?

• Tell us: have you been affected by the Binance hack?

• Business live – latest updates

The world’s largest cryptocurrency exchange has been hit by a record $6.3bn (£4.7bn) hack described as the biggest heist in history, with experts identifying North Korea as the likely culprit.

Binance said it would cover all customer losses as it froze $3bn of the affected assets.

Continue reading...

© Photograph: Darrin Zammit Lupi/Reuters

© Photograph: Darrin Zammit Lupi/Reuters

© Photograph: Darrin Zammit Lupi/Reuters

The Department of Homeland Security asked an Icelandic hosting company to take down data obtained through hack

The US Department of Homeland Security (DHS) asked ⁠an Icelandic hosting company on Thursday to take down or limit access to data related to thousands ⁠of agency personnel, saying ⁠the content ​put them at risk, according to the request posted online by hosting company FlokiNET.

The database “places more than ⁠40,000 identifiable individuals at risk of harassment, stalking and physical harm”, the request said.

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© Photograph: Julius Constantine Motal/The Guardian

© Photograph: Julius Constantine Motal/The Guardian

© Photograph: Julius Constantine Motal/The Guardian

Сделал в браузере голографический верстак: на обычной вебке разбираю турбину, собираю молекулы и достаю органы из 3D-модели человека голыми руками, без шлема и датчиков глубины. Рассказываю, во что упирается hand tracking на простой камере и какие решения сработали.

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Treasury select committee asks FCA to investigate whether tax surcharge leak led to ‘improper release of inside information’

John Healey is facing pressure to clarify whether he permitted a market-sensitive budget leak ahead of his statement, which moved bank share prices.

The chair of the influential Commons Treasury select committe, Meg Hillier, has written to the Treasury and the Financial Conduct Authority watchdog (FCA) to assess whether a story leaked to Bloomberg, and published more than an hour before the budget was revealed, led to an “improper release of inside information”.

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© Photograph: House of Commons/Reuters

© Photograph: House of Commons/Reuters

© Photograph: House of Commons/Reuters

Chief financial officer says he hopes budget measure is temporary as sector provides loans that fuel growth

• Business live – latest updates

A senior Lloyds Banking Group executive has criticised the chancellor for linking bank tax increases to energy bill support for UK households, as he warned the government against extending the higher levy beyond March 2028.

Lloyds’s chief financial officer, William Chalmers, acknowledged that the economic environment was “challenging” but said the government should not seek to ease pressure on households at the expense of the banking sector as it provides loans that could fuel UK growth.

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© Photograph: Nathan Stirk/Getty Images

© Photograph: Nathan Stirk/Getty Images

© Photograph: Nathan Stirk/Getty Images

Karl Bushby has walked 31,000 miles, crossing some of the world’s harshest landscapes. He plans to reach his mother’s house in England next week.

© Sam Bush for The New York Times

В цифровых продуктах даже мелочь — цвет кнопки, формулировка заголовка или порядок экранов — влияет на поведение пользователей. Чтобы не гадать, команды запускают A/B-тесты: сравнивают варианты и выбирают решение, подтверждённое данными. Сегодня мы разберём надёжные способы всё испортить.

Разработчик закончил фичу, код покрыт тестами, на стенде всё зелёное, на проде ничего не падает. Команда уже готова раскатить изменения на всех, но приходят аналитики и говорят: «Эксперимент невалиден, данные использовать нельзя». Звучит как бюрократия, пока не разберёшься в деталях.

Любой A/B-тест состоит из маршрутизации пользователей, логики входа в эксперимент, деления на группы, метрик и правил принятия решений. Ошибка на любом этапе превращает тест в генератор красивых, но бесполезных графиков.

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A new trail in the national park traces the legacy of Welsh industry, while offering some of the UK’s finest riverside and mountain walks

The vital moment comes a couple of hours into the walk. I drop down from a tussocky hill towards the village of Y Fron. There’s an abandoned slate-quarrying machine and a grassy track that suddenly emerges on the rim of a deep lake-filled crater. The water is the colour of an old bruise. Around the rim is a fence of lichen-crusty slates like gravestones. It’s a dark, brooding spectacle and totally unexpected. At that moment, I know that whoever designed this route knew what they were doing.

This is the Llwybr Llechi Eryri (Snowdonia Slate Trail), an 83-mile hike that follows a great loop around the national park, starting in Bangor and ending in Bethesda. It strings together a series of abandoned slate quarries with some of the finest riverside and mountain walking in the UK. I’m doing just three days, starting in Llanberis and heading to Betws-y-Coed via stops in Beddgelert and Llan Ffestiniog.

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© Photograph: robertharding/Alamy

© Photograph: robertharding/Alamy

© Photograph: robertharding/Alamy

Information released by Distributed Denial of Secrets is the third such government data disclosure in the last month

Data identifying more than 41,000 employees and contractors for the US Department of Homeland Security (DHS) was released on Wednesday in an unprecedented leak that reveals how the agency is organized. The records, which were made public by the transparency nonprofit Distributed Denial of Secrets, reference operation names, surveillance programs and information on undercover initiatives.

DHS did not immediately return a message seeking comment.

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© Photograph: Anadolu/Anadolu Agency

© Photograph: Anadolu/Anadolu Agency

© Photograph: Anadolu/Anadolu Agency

Information released by Distributed Denial of Secrets is the third such government data disclosure in the last month

Data identifying more than 41,000 employees and contractors for the US Department of Homeland Security (DHS) was released on Wednesday in an unprecedented leak that reveals how the agency is organized. The records, which were made public by the transparency nonprofit Distributed Denial of Secrets, reference operation names, surveillance programs and information on undercover initiatives.

DHS did not immediately return a message seeking comment.

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© Photograph: Anadolu/Anadolu Agency

© Photograph: Anadolu/Anadolu Agency

© Photograph: Anadolu/Anadolu Agency

Как использовать мощь BlackArch и Kali Linux, оставаясь на чистой домашней системе и не ломая ее? Рассказываю историю создания Open Source проекта VoidSec — модульного менеджера, который автоматизирует менеджмент пентест‑утилит в изолированных Podman‑контейнерах, избавляя от боли от поломанных зависимостей раз и навсегда.

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The deal with DTL Transport puts it on a path to become an an asset-light tech supplier, rather than owner and operator.

Chancellor’s predecessor Rachel Reeves had planned to reduce allowance from £20,000 to £12,000 a year from April

• Business live – latest updates

• What to expect from the budget: who wins, who pays?

John Healey is to use his first budget to ditch plans to slash the annual cash Isa allowance, the Guardian understands, preferring a carrot rather than a stick to encourage people to invest more in shares.

City experts welcomed news that the chancellor will overturn a decision by his predecessor, Rachel Reeves, to cut the allowance from £20,000 to £12,000 a year from April to get more money flowing into UK company stocks.

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© Photograph: Tetiana Chernykova/Alamy

© Photograph: Tetiana Chernykova/Alamy

© Photograph: Tetiana Chernykova/Alamy

Inspired in part by French demonstrations, protests in Italy by students in the north and truckers in the south could affect national elections next year.

© Piero Cruciatti/Agence France-Presse — Getty Images

The author Nick Medina recommends novels that capture the vibes of beloved scary movies like “The Thing,” “Scream” and more.

© The New York Times

Модель почти идеально выучила ответ, а градиент правильного класса уже стал машинным нулём. При дистилляции возможна обратная ситуация: ученик повторяет учителя, но вычисление всё ещё выдаёт сигнал ошибки. Разбираю исправления DeepMind на школьной алгебре, проверенных примерах NumPy и четырёх графиках: где теряются маленькие числа, как это влияет на обучение и что стоит проверить в своей среде.

В статье есть практические рекомендации, как понять, нужно ли это учесть в ваших программах и нейросетях, и если нужно — как исправить в своем коде ошибку из стандартных библиотек.

Самое удивительное тут то, что, казалось бы, подобная тема должна быть исследована вдоль и поперек еще на заре развития машинного обучения, а в реальности важнейший научный препринт от DeepMind об этом вышел 22 октября, то есть меньше недели назад.

Кроме того, рекомендую включать этот материал в базовые учебные курсы.

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