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Представьте: в пятницу вечером руководитель уверенно сообщает, что переход со Spring Boot 3.5 на 4.0 будет простым и его можно закончить за выходные. Скорее всего, вы уточните, на чём основана такая оценка, и напомните о несовместимых изменениях.

Теперь заменим руководителя на GitHub Copilot или другую большую языковую модель (LLM). Она предлагает рефакторинг метода, новую зависимость или готовый шаблон реализации. Ответ выглядит аккуратно и звучит уверенно. Модель не предупреждает, что может ошибаться. Возникает вопрос: проверяем ли мы такой код столь же строго, как заявление руководителя, или сразу принимаем его?

По данным отчёта Sonatype за 2026 год, 27,76% из 36 870 сгенерированных LLM рекомендаций по обновлению зависимостей ссылались на несуществующие версии этих зависимостей. Получается, одна из трёх-четырёх зависимостей — выдуманная. И проблема не ограничивается зависимостями: та же ложная уверенность может присутствовать в любой строке кода, созданной ИИ.

Чем больше автономии я даю ИИ-агентам, тем больше требований к коду превращаю в механические проверки. Когда eslint-plugin-react сломался на ESLint 10, я собрал продолжение для React 19: сократил 102 активных правила до 11 и исправил ошибки, которые проявились только в реальных проектах.

• Australia 210; Bangladesh 64 & 95

• Starc stars with 10 wickets in Mackay

Mitchell Starc has rocked the Bangladesh batting order for the second time in as many days in Mackay to secure Australia victory by an innings and 51 runs in the second Test.

For the third time in the last seven matches, a Test in Australia has finished inside two days after Starc and captain Pat Cummins (3-10) ripped through Bangladesh, who batted poorly.

Five travel writers share their favourite holidays at home, from gravel biking in Scotland and a steam train ride in Yorkshire to rowing all the way from Oxford to London

One of my best UK holidays was the week I spent in June 2013 rowing from Oxford to London with two friends, James and Tom.

Scheme planned for England could also curtail tradition of releasing pheasants for people to pay to shoot

From the end of August, Land Rovers load up with tweed-clad shooters, who go off to large estates and compete to fill the biggest “bag” of game birds, often shooting dozens at a time – a practice which has long appalled bird conservationists.

Soon, the years-long campaign to stop the poisoning of birds of prey, as well as the release of tens of millions of pheasants into the countryside, could be victorious as a result of government plans for a new licensing scheme for shoots.

Victims have lost tens of thousands – and in one case £300,000 – due to fake emails from solicitor or estate agent

You are poised to move house and are awaiting the solicitor’s instructions that things are ready to go and it is time to hand over your deposit. When the email arrives giving you their bank details, you set up the transfer and move the cash. And then the solicitor calls to ask where the money is.

Conveyancing fraud involves criminals getting access to an email chain between homebuyers and their solicitors or estate agents and requesting payment to a bank account they control. Sometimes the solicitor has been hacked, but often the homebuyer has been the victim of a phishing exercise.

Surge in proposals follows Labour’s lifting of de facto ban, with about 45 plans submitted in the year to March

Plans for new onshore windfarms in England have reached their highest annual level in a decade, after the government overturned the Conservatives’ de facto ban in 2015.

About 45 applications for new onshore windfarms were submitted in the year to March,according to a Guardian analysis of government data.

Exclusive: Analysis risks deepening perception of ‘unequal protection under the law’, say campaigners

Killers who take the lives of black people have a greater chance of getting away with their crimes than those who target white people, new research shows.

Analysis of unsolved homicides in London between 2019 to 2023 reveals a stark disparity: minority ethnic British people represented 61.7% of reported homicide victims, but 92.9% of all unsolved murder victims.

Pleasance Dome, Edinburgh
Smart, slapstick and silly, this chaotic multicharacter comedy sends up the Pre-Raphaelite Brotherhood

Some of the most revered works of art across history feature women as their primary focus. But though they might appear as favoured subjects, so often these women are relegated to the margins, their stories untold as they remain silent and often sexualised via the male gaze.

In her new multicharacter comedy Swoon, Bebe Cave interrogates the role of the muse and what it means to be seen yet never heard. We initially meet Cave as Elizabeth Siddal – or Lizzie – who was immortalised as Ophelia by John Everett Millais in the mid 19th century, also becoming a popular model for several other pre-Raphaelite artists.

Victims have lost tens of thousands – and in one case £300,000 – due to fake emails from solicitor or estate agent

You are poised to move house and are awaiting the solicitor’s instructions that things are ready to go and it is time to hand over your deposit. When the email arrives giving you their bank details, you set up the transfer and move the cash. And then the solicitor calls to ask where the money is.

Conveyancing fraud involves criminals getting access to an email chain between homebuyers and their solicitors or estate agents and requesting payment to a bank account they control. Sometimes the solicitor has been hacked, but often the homebuyer has been the victim of a phishing exercise.

Surge in proposals follows Labour’s lifting of de facto ban, with about 45 plans submitted in the year to March

Plans for new onshore windfarms in England have reached their highest annual level in a decade, after the government overturned the Conservatives’ de facto ban in 2015.

About 45 applications for new onshore windfarms were submitted in the year to March,according to a Guardian analysis of government data.

Exclusive: Analysis risks deepening perception of ‘unequal protection under the law’, say campaigners

Killers who take the lives of black people have a greater chance of getting away with their crimes than those who target white people, new research shows.

Analysis of unsolved homicides in London between 2019 and 2023 found minority ethnic British people made up 61% of victims. When researchers assessed unsolved murders, 92.9% of cases in the capital were connected with a victim who was a person of colour.

В комментариях к моей статье про уход сына из школы половина спора шла о том, что такое семейное образование вообще, а вторая половина — об уверенности, что так поступают семьи с проблемами. Я полез в данные. Здоровье как причина перехода — 5%, последнее место в списке. 85% родителей с высшим образованием, 34% предприниматели, главная причина у 52% — претензии к школьной системе. Заодно разбираю разницу между семейным, надомным и самообразованием и смотрю, что за год случилось с рынком детского образования.

Move would allow mayors to greenlight large-scale developments and have more say on national housing funding

Andy Burnham will give mayors new powers to take control of local planning decisions and greenlight large-scale developments in proposals to be presented next week.

The move will allow mayors to “call in” the decisions and direct councils to take them forward or refuse them. They will also be able to grant upfront permission so developers can start building without having to apply.

From Taiwanese steampunk dance to Australian climate comedy, here are 13 quick-fire fringe reviews

• All our Edinburgh festival reviews

For new perspective on the strange ways we behave, we all know the thought experiment “if a visitor from space arrived on Earth, what would they think?” In Born Sexy Yesterday, Anna Leong Brophy plays a supreme being implanted into a grown woman’s body to experience life for the first time. Presenting like some sci-fi sex robot with the soul of a naive child, Brophy duly marries a man on the front row and settles down to a life of domestic drudgery. Until she discovers she has other settings, other brands of femininity available for her to try out … Thus begins a potent hour, not always hilarious but undeniably persuasive, protesting against the strictly circumscribed roles that women are allowed to play – particularly in the movies, as Brophy sardonically demonstrates. The supreme-being conceit dilutes a bit – but our host’s righteous indignation and strong performing chops make this a compelling hour. BL
• At Pleasance Courtyard until 30 August

Make the victim feel safe and able to talk at their own pace, and consider any danger the perpetrator currently presents to younger members of the family

A young adult woman in our family has recently shared that her older male cousin once touched her inappropriately when she was aged six and he was aged 12. This happened 18 years ago. Then a second incident allegedly occurred eight years later.

She shared the story with her parents this year and the information was then shared with her cousin and other family members. He stated that he cannot recall either incident.

Letter written in 1847 to Sandbach, Tinne and Company’s Liverpool office reveals it engaged in practice after receiving taxpayer-funded compensation, book says

When Britain abolished slavery, plantation owners from powerful families notoriously received huge sums in compensation, while those who were enslaved got nothing.

Now evidence has come to light that Sandbach, Tinne and Company – a corporation closely linked to the merchants who got the biggest taxpayer-funded compensation payouts – continued to traffic enslaved Africans illegally after abolition to Guyana, in South America.

North Sea oil, once the driving force of the UK economy, may be dwindling but it remains a symbol of prestige and a rich resource for political debate

When oil was first discovered off the north-east coast of Scotland in September 1969, industry folklore has it that the duty superintendent on the rig carefully poured it into a pickle jar commandeered from the canteen and took it back to Amoco’s Great Yarmouth office in Norfolk. There, it was emptied into an ash tray, sniffed and then set alight.

From that modest start, North Sea oil – as the huge basin of oil and gas reserves quickly became known – emerged as a driving force of the British economy and a symbol of national power and renewal as the UK emerged from the Opec oil crisis.

At 85, the actor has lived through much political upheaval. But, she writes, today’s hostile times feel like ‘the worst yet’. She reflects on her journey from teenage Tory to full-throated leftist – and says there’s still time to save the nation from the bad guys

A funny thing happened on the way to 2026: I got old and the world turned nasty. It happened very quickly and it’s to do with politics (the world) and pelvic floor weakness (mine). It’s strange being this old. Sometimes when I look in the mirror, it’s a shock to see wrinkles and grey hair, because inside I am still that naughty Oxford High School girl, risking detention just for the joy of entertaining her friends. People assume that with great age comes great wisdom, but actually we remain who we have always been, only more so, and we need to make our peace with that and with each other.

The Britain I grew up in, though – that feels almost unrecognisable, and everyone I speak to says the same thing. The historian Eric Hobsbawm, whom I knew and loved, argued that people invent the past they want for their own purposes – that the real past was quite different: “Today is the great age of historical mythology.” He’s right, but that past is still the safe haven I’d like to return to. People feel adrift, they don’t understand or feel a connection to the place they thought they knew.

I am forever curious as to how these kind of sizzling places feel on a normal Tuesday two months in, especially when the celebrities are all off sunning their bottoms in Tuscany

Café Clement, the all-day restaurant inside Nick Jones’ new St Clement Hotel at 180 The Thames in central London, opened with a bang in June and immediately rocketed to the top of every “sell your grandmother for a terrace table” list in London. Which isn’t that much of a surprise, seeing as Jones, founder of Soho House, is the master of restaurant rumpus.

Within days, Stanley Tucci, Nick Grimshaw and full-length-trouser-phobic heart-throb Paul Mescal were all there, tucking into oeufs mayonnaise and lobster omelettes while politely ignoring the fact that the place was still, in many ways, a building site. The hotel itself isn’t due to open fully until early autumn, when a rooftop restaurant, Lunette, will also arrive with some of London’s most wondrous views and Florence Knight at the helm. Still, Café Clement opened to frothy praise, and I am forever curious as to how these kind of sizzling places feel on a normal Tuesday two months in, when the celebrities are all off sunning their bottoms in Tuscany and, frankly, lunch is not free.

Letter written in 1847 to Sandbach, Tinne and Company’s Liverpool office reveals it engaged in practice after receiving taxpayer-funded compensation, book says

When Britain abolished slavery, plantation owners from powerful families notoriously received huge sums in compensation, while those who were enslaved got nothing.

Now evidence has come to light that Sandbach, Tinne and Company – a corporation closely linked to the merchants who got the biggest taxpayer-funded compensation payouts – continued to traffic enslaved Africans illegally after abolition to Guyana, in South America.

Move would allow mayors to greenlight large developments and have more say on national housing funding

Andy Burnham will give mayors new powers to take control of local planning decisions and greenlight large-scale developments in proposals to be presented this week.

The move will allow mayors to “call in” the decisions and direct councils to take them forward or refuse them. They will also be able to grant upfront permission so developers can start building without having to apply.

Сравнивать свою игру с Fallout 2 и Battle Brothers довольно опасно. У обеих игр слишком много игроков, которые помнят их лучше, чем собственный пароль от почты (я люблю так шутить). Один скажет, что Fallout 2 это прежде всего диалоги и безумный мир. Другой вспомнит Нью Рино, третьего охранника на базе и шутку, которую сейчас уже не повторить. С Battle Brothers история похожая. Кто то помнит первую удачную компанию, кто то до сих пор злится на случайный выстрел в голову бойцу, которого растил полвечера...а может и несколько дней.

Я делаю Sunarius один уже три года. Идея с самого начала мне казалась довольно простая. Хотелось взять чувство неизвестности, путешествия и тревоги за отряд из Battle Brothers, а потом отправить этот отряд в постапокалиптический мир.

В реальности вроде-бы простая идея оказывается не такой уж и простой...

The idea of being deliberately unproductive is certainly tempting. The only concern is that you might enjoy it too much ...

They know what they’re doing when it comes to kissing, toast and horns, so get ready for a French Sunday. A new theory suggests that embracing this intriguing-sounding strategy might just be the secret to life, and, more importantly, to dreading Monday less.

Apparently in France the Sabbath really is a complete day of rest; not for the French any running of errands, cleaning or batch cooking. Rather than trying to do everything, they do nothing. And the hypothesis is that the French Sunday – or le dimanche français, as nobody is calling it – is transformative, and stamps out the Sunday Scaries for good.

Friends close to Margarita Reutt are shocked she could allegedly plant bomb that killed Ukrainian defector Robert Shageev, while others recall a stubborn grit to see any plan through

It was just after dawn in Sevastopol when a powerful explosion tore through a quiet square in a residential district of the Russian-occupied Crimean port city.

Hidden inside a rubbish bin, a bomb containing the equivalent of about 500g of TNT detonated on 13 August as Robert Shageev, the deputy commander of a Russian Black Sea fleet submarine brigade, walked past in naval uniform. He was killed on the spot.

Friends close to Margarita Reutt are shocked she could allegedly plant bomb that killed Ukrainian defector Robert Shageev, while others recall a stubborn grit to see any plan through

It was just after dawn in Sevastopol when a powerful explosion tore through a quiet square in a residential district of the Russian-occupied Crimean port city.

Hidden inside a rubbish bin, a bomb containing the equivalent of about 500g of TNT detonated on 13 August as Robert Shageev, the deputy commander of a Russian Black Sea fleet submarine brigade, walked past in naval uniform. He was killed on the spot.

Opposition leader Jess Wilson says new dedicated court of criminal appeal would set precedents for tougher sentences

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A radical overhaul of Victoria’s highest court, proposed by the Liberal party to increase sentences, has been criticised by legal and human rights groups who warn it would politicise the judiciary.

The opposition leader, Jess Wilson, on Sunday announced that if elected in November the Coalition would split the court of appeal in two, creating a dedicated court of criminal appeal alongside a separate court of civil appeal.