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Virgin Media O2 to cut thousands of jobs in bid to reduce costs
Feed: The Latest News from the UK and Around the World | Sky News (https://feeds.skynews.com/feeds/rss/home.xml)
Published: 2026-11-03 11:17:00 | Created: 2026-11-03 11:27:00
Virgin Media ‌O2 (VMO2) is set to cut thousands of jobs, as it looks to save around £300m through "a reduction in the size of the workforce".
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High-stakes midterms are test for future of Congress and Trump's presidency
Feed: ABC News: Top Stories (https://abcnews.go.com/abcnews/topstories)
Published: 2026-11-03 11:39:24 | Created: 2026-11-03 11:26:01
Here’s a look at some key Senate, House and gubernatorial races to watch that could help define the outcome of the 2026 midterm elections.
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Упаси вас выбрать английский первым языком для своего ребёнка
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-11-03 11:24:50 | Created: 2026-11-03 11:25:58

Читателю, вероятно, уже привиделось выступление Михаила Задорнова с его знаменитым «Ну тупы-ы-ые!», рассуждениями о том, что «Ра» — это свет, а русский язык — прародитель всего сущего.

Более технически подкованные, возможно, вспомнили Эдсгера Дейкстру, его Go To Statement Considered Harmful и совершенно беспощадные высказывания о BASIC.

Что ж, дабы сразу отвести от себя подозрения в принадлежности к первой категории — и, возможно, заслужить некоторое доверие второй, — предлагаю начать с одного любопытного научного факта.

Английская орфография замедляет освоение базовых навыков чтения примерно в 2,5 раза по сравнению с большинством исследованных европейских орфографий.

Нет, это не моя оценка. Seymour, Aro & Erskine (2003), Foundation Literacy Acquisition in European Orthographies, British Journal of Psychology.

Исследование охватило 13 европейских орфографий и показало, что овладение базовыми навыками распознавания знакомых слов и самостоятельного чтения незнакомых буквенных последовательностей занимает у детей, обучающихся на английском, порядка двух с половиной лет и более. В большинстве сравниваемых языков сопоставимый уровень достигается приблизительно за год.

Причём авторы обнаружили не просто количественное различие. Они предположили, что при определённой степени непрозрачности орфографии меняется сам механизм освоения чтения: к алфавитному декодированию приходится подключать логографическое распознавание слов.

Иными словами, там, где один ребёнок учится читать, другой вынужден учиться ещё и узнавать написанное.

read^W прочесть
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'Quiet quitting' could be hitting the economy - here's why
Published: 2026-11-03 11:15:51 | Created: 2026-11-03 11:24:59
Britons have become less engaged with the jobs they do and are less willing to put in extra effort, a report has found.
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U.S. to mediate new round of Ukraine-Russia talks, Witkoff says
Published: 2026-11-03 11:56:24 | Created: 2026-11-03 11:21:00
The envoy will also meet with European and NATO allies to discuss security guarantees for Ukraine.
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Shabana Mahmood has barely softened her plans – Britain’s immigration regime is now a theatre of cruelty | Owen Jones
Published: 2026-11-03 11:14:54 | Created: 2026-11-03 11:20:04

The home secretary’s reforms merely reinforce the lie that migrants are to blame for all of the UK’s problems

Five years ago, Shabana Mahmood called for a “general amnesty” for undocumented migrants. “That’s not official Labour party policy yet,” she mourned, “but myself and a group of other Labour MPs are continuing to make the argument.”

Now home secretary, she is introducing one of Europe’s most punitive immigration and asylum systems. The standard qualifying period for migrant workers to gain secure residence will double to 10 years, which will be twice the length set out in almost all EU countries. The standard wait for refugees who claim asylum in Britain outside designated resettlement routes will be 20 years, four times the usual five-year qualifying period in Germany, Spain and Italy.

Owen Jones is a Guardian columnist

Owen Jones is a Guardian columnist. His latest book is The Fall of the West: How They Really Lost It (Penguin Books, £25). To support the Guardian, order your copy at guardianbookshop.com. Delivery charges may apply.

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Как мы аппаратную часть Baseband Unit разрабатывали: от идеи до серийного производства
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-11-03 11:17:18 | Created: 2026-11-03 11:18:58

Привет, Хабр! Меня зовут Руслан Лисевич, я разрабатываю BBU, а это — восьмая статья цикла о разработке базовых станций в YADRO.

В 2022 году перед нашей командой стояла амбициозная цель: создать конкурентоспособную базовую станцию мирового уровня. Сегодня покажу, как мы ее достигали на примере разработки аппаратной части BBU — YADRO BTS8100. Обсудим требования к оборудованию операторского класса, подготовку концепции, прототипирование, структурную схему BBU, плату вычислительного модуля и не только.

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Почему мы выбрали комиссию до 5% в Vaari
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-11-03 11:16:28 | Created: 2026-11-03 11:17:59

С продажи товара за 2 000 рублей продавец получает не 2 000 рублей прибыли. Из этой суммы нужно оплатить сам товар, упаковку, доставку, продвижение и другие расходы. Комиссия площадки забирает свою долю из той же выручки.

Для маркетплейса эта комиссия — доход. Для продавца — расход, который нужно учитывать в каждой продаже. Когда проектируешь площадку, приходится держать в голове обе стороны этого расчёта.

Я CPO Vaari. Мы готовим маркетплейс к запуску и выбрали комиссию от 0 до 5% в зависимости от категории. Первые три месяца комиссия будет нулевой.

Причина этого решения довольно практичная: нам нужны продавцы, которым выгодно продолжать работать с нами. У бизнеса должны оставаться деньги на следующую закупку, развитие продукта и исправление ошибок. Если площадка забирает слишком большую для конкретного продавца часть его заработка, дальнейший рост становится сложнее для обоих.

Пока это наша ставка на модель сотрудничества. Реальных данных, которые доказывали бы её устойчивость в Vaari, у нас ещё нет. Но уже сейчас она влияет на то, как мы строим продукт.

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WATCH: Lucky fisherman catches fish worth $1M
Feed: ABC News: Top Stories (https://abcnews.go.com/abcnews/topstories)
Published: 2026-11-03 12:25:05 | Created: 2026-11-03 11:15:05
ABC News' Danny New talks to a mechanic in Australia whose life just changed by a fishing contest.
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Markets are pushing electrification. Governments must push harder
Published: 2026-11-03 11:06:22 | Created: 2026-11-03 11:14:07
The transformation can’t be left to market forces alone, writes Murat Kurum, president of COP31
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What you need to know about zombie skin cells, according to dermatologists
Published: 2026-11-03 11:00:40 | Created: 2026-11-03 11:14:06
Zombie skin cells, or senescent cells, can contribute to fine lines and loss of firmness. Dermatologists explain what causes them and how to treat them.
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Voter voices: Trump's influence on US midterm voters
Published: 2026-11-03 10:55:05 | Created: 2026-11-03 11:12:01
We asked voters whether they supported Trump in 2024, and how his performance in office is shaping their choices this time.
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Which races might predict a 'blue wave'? Here's what to watch
Published: 2026-11-03 11:00:00 | Created: 2026-11-03 11:10:58

The night's big question is whether a true wave will materialize for Democrats and how sizable it might be.

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Juan Atkins built a cybernetic future for music – but invested it with humanity
Published: 2026-11-03 11:06:27 | Created: 2026-11-03 11:10:11

The Detroit techno pioneer, who has died aged 64, blended funk and electronics with information-age philosophy to create music of huge power and influence

Juan Atkins, the originator of techno who died on 31 October, spent his lifetime translating a fascination with the future into sound.

He was the oldest of the founding fathers of techno known as the “Belleville Three”, along with his junior high school friends Kevin Saunderson and Derrick May. He was the first of the trio to buy a Korg MS-10 synthesiser, and also taught the others how to DJ on turntables. His work in the duo Cybotron alongside Rik Davis was the sonic blueprint that sketched out what later became known as techno – indeed, he is the one who gave the genre its name. Without Atkins, and the way he empowered those around him, electronic music certainly would not exist in its current form today.

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Did Democrats finally find their fight? Jennifer Welch on rage – Stateside with Kai and Carter
Published: 2026-11-03 11:00:57 | Created: 2026-11-03 11:10:07

Jennifer Welch is a Democrat who isn’t afraid to call out her own party. Her podcasts I’ve Had It and IHIP News, which she co-hosts with friend Angie Sullivan, have attracted a loyal fan base that loves to hear them preach something they like call "fuck you politics". An influential voice within the leftwing media ecosystem, Welch believes "fuck you politics" may be the key to winning over voters in red regions of the US – such as her home state of Oklahoma. Carter Sherman speaks to Welch about why rage has come to define these midterms, and whether Democrats have done enough to harness it. Welch also reveals her own limits when it comes to going low, and her message to Democrats if a "blue wave" materializes

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What to Expect on Election Night, and Trump’s $1 Million Voter Fraud Reward
Published: 2026-11-03 11:00:10 | Created: 2026-11-03 11:08:01
Plus, “who’s going to believe me if I’m addicted to a wellness tonic?”
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Агент починил красный CI: исправил тест, а не код
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-11-03 11:06:22 | Created: 2026-11-03 11:07:58

AI‑агент исправил упавший CI, сборка стала зелёной — можно мержить? В эксперименте с двумя AI‑ассистентами выяснилось, что при конфликте тестов со спецификацией агенты могут менять сами тесты, подгоняя результат под ожидаемый. В статье разбираем шесть ошибок в организации работы с AI‑агентами и способы защитить тестирование от незаметной подмены требований.

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Why Almost Every Corporate AI Transformation Fails
Published: 2026-11-03 11:00:04 | Created: 2026-11-03 11:07:57
—Just_Super—Getty Images

If you had to describe the result of your company’s AI program on your next earnings call—one sentence, of the kind a shareholder would care about—what would that sentence be?

Most chief executives I meet cannot name it. They can produce activity: pilots run, licenses purchased, employees trained, a partnership announced. None of that is a result. Survey after survey finds that most corporate AI programs deliver disappointing measurable returns.

In my view, this is not because of the models, the data, or the talent. It is because of where companies are pointing the AI itself. Today’s systems can reason across an entire business, and we have assigned them to handling tickets and summarizing meetings. This is like hiring a business operations genius and putting him to work as an assistant. The place where AI can move the most money is not the call center. It is the corner office.

In fairness to CEOs, the cards are often stacked against them. A company is an information system, and the quality of information degrades at every level it passes through. Going up the chain, uncomfortable findings and early warning signs get discarded; what often arrives is a clean, but incomplete, summary. Going downwards, management directives  are often diluted, re-interpreted, re-purposed, or quietly “pocket-vetoed”—nodded through in the meeting and left to die. The result? A company of 10,000 ends up knowing less than a company of 10.

A good chief of staff can help compensate for these challenges. But none can read every document the company produces, sit in every meeting, and hear every customer call.

Now, AI can expose and accelerate radical visibility in organizations at a depth and speed that far surpass any human capacity and any business intelligence system. Every company keeps two sets of records. One is official: quarterly reports, project updates, performance reviews, polished at each level until it is clean and coherent. The other is what actually happened: meeting transcripts, chat threads, edit trails, sales notes, code check-ins. Managers have always worked from the first, because the second was too numerous and scattered to read. No longer. Every company writes down the most critical issues, the hottest debates, and the truth about itself every day. Almost none of them read it. A CEO-level agentic system can wake up that “dormant data.” 

So at my company I asked my team to build management agents for me: to sit in meetings, track commitments, and read the data underneath what I was being told. The more I used them, the more we added. People called it “Kai-Fu’s Boss AI,” and the name stuck. We eventually turned it into a product.

What did my boss AI find in its first weeks? A priority project reported on track every week, with no code committed in five. A customer marked highly likely to renew, while the account manager had not called in two months. A draft contract nobody could have made profitable, as reading relevant sales notes, the signed terms, and product requirement documents together showed free customization promised in a room but never written down.

Those are not minor administrative matters. They are a delivery slip caught early, a renewal saved, a margin leak stopped before it had to be honored. That is the connection to the bottom line every AI pilot has missed: not a productivity percentage, but a number that moved because AI caught it in time. 

AI’s second contribution is to surface hidden good news that might have been under the radar. Chief among these is talent and identifying star performers.

Last year I ran our performance review differently: no resumes, no KPI decks, no department heads recommending their own. We agreed first on what “engineering excellence” means when a machine can now write most of the code, then scored a year of repository history against it.  Several of the strongest names were people I could not have picked out of a meeting. One vice president wrote close to 300,000 lines with AI in a month, against his own ceiling of 30,000 20 years ago, when he was the most prolific coder I knew. He is not typing faster; he is directing AI. And the reverse: once the machine does the status-collecting and information-passing, the employees whose only output was status-collecting and information-passing are obsolete.

This is what an AI-native chief executive is: not someone who just signs off on an AI budget, but someone who puts his own meetings, calendar, and blind spots under the machine’s scrutiny first. I regularly ask my agent what I got wrong in a meeting, whether my time went where I said my priorities were, and what people are afraid to tell me. Subordinates answer those questions politely. The machine can tell me the blunt truth.

This is how a company can be truly transformed by AI. The chief executive asks sharper questions, and everyone in the room tends to follow. Often, middle managers resist AI because they fear it will put their teams at risk. In fact, I would argue that employees resist AI not because they doubt it works but because they suspect it does.

So: no more cosmetics. We should use AI to address businesses’ hardest problems in the building: the ones on the CEO’s desk. Then, the words the CEO proudly proclaims on the next earnings call will have three parts: a business number that moved, the person who moved it, and the compute that did the work.

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Four types of House races to watch on election night to know how it might go
Feed: NPR Topics: News (https://feeds.npr.org/1001/rss.xml)
Published: 2026-11-03 11:00:00 | Created: 2026-11-03 11:07:57
Voters fill out their ballot at a polling station inside Bennett Community Center American Legion 104 in Bennett, Iowa on Tuesday.

As polls close on Election Day and results start rolling in, these are some of the House races that will help explain how the midterms are unfolding.

(Image credit: Joshua Lott)

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Review: The Legend of Zelda: Ocarina of Time remake is superb, streamlined and safe
Feed: NPR Topics: News (https://feeds.npr.org/1001/rss.xml)
Published: 2026-11-03 11:00:00 | Created: 2026-11-03 11:07:57
Link, the Hero of Time, grown-up and newly awoken from a magical seven-year slumber.

Nintendo's new Ocarina of Time remake enshrines its place in the gaming canon for generations to come. But despite its stupendous production values, the game left me feeling oddly bereft.

(Image credit: Nintendo)

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Death toll hits 29 after Russian strike on Ukrainian aid site, with 48 still missing
Feed: NPR Topics: News (https://feeds.npr.org/1001/rss.xml)
Published: 2026-11-03 11:01:14 | Created: 2026-11-03 11:07:57
In this photo provided by the Ukrainian Emergency Service, rescuers evacuate a wounded civilian from a residential building after Russian air attack in Dnipro, Ukraine, Tuesday, Nov. 3, 2026.

Russia launched 289 attack drones, 17 ballistic missiles and 59 cruise missiles across nine regions, President Zelenskyy said in an online post that noted the barrage coincided with U.S. elections.

(Image credit: Ukrainian Emergency Service)

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Как изучить с 0 алгоритмы и структуры данных — для тех, кто не проходил, через олимпиады
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-11-03 11:05:00 | Created: 2026-11-03 11:06:58

Алгоритм изучения алгоритмов и структур данных с 0 - рекоммендации бесплатных ресурсов для практики и онлайн курсов

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Ghost Town review – the phantoms and lost souls haunting a Japanese city after the 2011 earthquake
Published: 2026-11-03 11:00:57 | Created: 2026-11-03 11:06:07

Katharine Round’s documentary puts cameras in taxis where drivers and fares reflect on the disaster’s impact and talk of crowds of spectres and disappearing passengers

In a manner similar to Ryūsuke Hamaguchi’s Drive My Car, in which journeying lulls passengers into greater intimacy, this nocturnal taxi odyssey through the tsunami-hit city of Kamaishi on Japan’s east coast clears the road for the subconscious to manifest. Conversations between the drivers and their customers drift back towards the cataclysm of the 2011 earthquake and tsunami with an undertow of grief, loss and absence. But at least this time there’s someone in the rear-view mirror to converse with; some drivers claim to have picked up phantom fares who later vanished from the back seat.

The tsunami, it seems, breached the wall between the dead and living, dreams and reality. One taxi rank veteran says he saw spectres crowding into a phone booth one night after the disaster, as if trying to call for help to get home. Another recounts a dream of a drowning white horse. The subconscious functions as early warning system too: in another dream, a passenger is advised not to take a road that was later submerged. Other voyagers don’t believe in the supernatural, or question their ability to see the revenants. But perhaps the lost souls are there anyway, in the form of the deer picking through hillside cemeteries or glimpsed at the roadside. “They are messengers from God,” insists a devout driver.

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‘We’re all on constantly shifting sands’: the play capturing life during the US midterm elections
Published: 2026-11-03 11:00:56 | Created: 2026-11-03 11:06:06

Playwright Richard Nelson’s acclaimed Rhinebeck Panorama series returns for another timely look at the fictional Apple family living in a divided America

Richard Nelson learned a great lesson, cliched as it is, late in his writing career: the thing you toss off without overthinking can end up being some of your life’s greatest work. In the program notes for We’ll See, the latest in what has become a 12-play series, he admits he used to view the plays as “disposable, because of their being tied to a given time and place”.

Every November from 2010–2013, Nelson checked in on the fictional Apple family in upstate New York during elections and important national anniversaries, with each play set on the day of its premiere and mostly starring the same cast. (We’ll See, which opens this week at the Public Theater, sees them awaiting the results of the midterm elections.)

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‘In the trenches’: Wisconsin’s struggling small businesses could turn a Trump ally’s district blue
Published: 2026-11-03 11:00:57 | Created: 2026-11-03 11:06:06

Affordability and small businesses’ economic woes feature heavily in the House race for Wisconsin’s third district

After 18 years in business, Erin Klaus is closing her storefront, a handmade artisan market in downtown Eau Claire, Wisconsin, at the end of the year.

She opened Tangled Up in Hue amid a recession, during a time when downtown was “kind of a ghost town”, weathering construction and the pandemic. But the current economic crisis proved too much. She’s seen a downward trend in sales for two years, and was dipping into her own pocket from her other job, as the executive director of business non-profit Downtown Eau Claire Inc, to pay staff.

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David Squires on … Mikel Arteta’s view that football is not Disneyland
Published: 2026-11-03 10:57:42 | Created: 2026-11-03 11:06:05

Our cartoonist on whether the Arsenal manager is right about the game not being an entertainment industry

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Quail’s eggs, Diet Coke and being thin – the 'common list' for 2026 has landed | Zoe Williams
Published: 2026-11-03 11:00:55 | Created: 2026-11-03 11:06:05

Nicky Haslam has released his annual tea towel ranking ordinariness. I almost admire his chutzpah

Nicky Haslam has produced his list of things that are common for 2026: Diet Coke and being thin; beards and quails’ eggs; the word “nuanced”; the phrase “no-brainer” (on the grounds that you wouldn’t call anything a “brainer”). It’s the eighth year that he’s put his list on a tea towel, which retails for about £50. I could think of some disparaging words for spending that much on a tea towel, none of which are “common”.

Still, I admire his chutzpah: he’s fashioned a class war, then waved it away nonsensically: “It’s nothing to do with class,” he told the Times. “It’s common in the sense of being universal.” (I mean, that can’t be true: if it were simply a list of things that were unlovely because of their ubiquity, you would hit “regular egg” before you got to quails’ egg.)

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Trump’s midterm campaign has distilled his vile message | Sidney Blumenthal
Published: 2026-11-03 11:00:56 | Created: 2026-11-03 11:06:05

The president has spewed vulgar and hateful rhetoric even as he reveals his disdain for his followers

Far from veering off his track, Trump in his ceaselessly vile midterm campaign statements has attained an optimal level of Trumpism. He has distilled the raw elements of misogyny, racism and nativism to the purified essence of his political philosophy.

The Republican candidates and his vice-president have followed him down the trail of “defining deviancy down”, as explained by Daniel Patrick Moynihan, in his essay in The American Scholar in 1993, about lowering the bar to make abnormal criminal behavior seem normal, coping through denial of its obvious presence, and through that process trivializing “the manifest decline of American civic life”.

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Floods and severe weather beset parts of the U.S. on Election Day
Published: 2026-11-03 10:54:12 | Created: 2026-11-03 11:06:05
Flash flooding, heavy rain and tornadoes have forced election officials in three different regions across the U.S. to move polling locations, scrambling Election Day plans in hot-button races.
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Supreme Court sympathetic to Catholic plea to participate in Colorado preschool program
Published: 2026-11-03 11:00:40 | Created: 2026-11-03 11:06:05
The justices heard arguments in the latest in a line of cases pitting religious rights against LGBTQ rights.
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Are prediction markets accurate on elections? The US midterms are a big test
Published: 2026-11-03 11:00:56 | Created: 2026-11-03 11:06:04

Polymarket and Kalshi have risen for collecting the ‘wisdom of crowds’. But after high-profile blunders, some wonder if their predictions were just ‘stupid people getting lucky’

Just as voting was due to end in Brazil’s presidential runoff on 25 October, a supreme court justice ordered polling stations to stay open for another two hours, to give voters stranded by flash floods and bus shortages more time to cast their ballots. It added more drama to an already tense election. The final polls the night before showed Flávio Bolsonaro only marginally ahead, by about 51% to 49% – within the margin of error. A statistical tie.

Prediction markets told a different story. Polymarket priced a Bolsonaro victory at about 80% on election day, where it had hovered for three weeks. On the eve of the vote it touched 84%. Even as polls closed, the market gave the incumbent, Luiz Inácio Lula da Silva, roughly a one-in-five chance. A few hours later, Lula had won, by 51.8% to 48.2%.

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Live fact check: Election Day 2026
Feed: PBS News Hour - The Latest (https://www.pbs.org/newshour/feeds/rss/headlines)
Published: 2026-11-03 11:00:29 | Created: 2026-11-03 11:06:04
Our partners at PolitiFact are fact-checking multiple competitive 2026 midterm races across the United States on Election Day.
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Midterm fallout begins after Democrats win control of Congress
Published: 2026-11-05 04:15:00 | Created: 2026-11-03 11:06:01
The impact of Democrats' sweeping victories in the 2026 midterm elections is already being felt in Washington. Follow live updates here.
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Alton Towers closes World of David Walliams
Published: 2026-11-03 11:57:19 | Created: 2026-11-03 11:05:03
The closure comes following a "regular review of rides and attractions", Alton Towers says.
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Рефакторинг карьеры: как в «Ростелекоме» трансформируют навыки сотрудников под новые бизнес-задачи
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-11-03 11:01:35 | Created: 2026-11-03 11:03:58

Должность не всегда отражает весь профессиональный опыт человека. Об этом важно помнить как сотруднику, так и работодателю. Иногда именно дополнительные непрофильные знания и навыки помогают найти задачи и направления, в которых специалист может принести гораздо больше пользы, чем на своей текущей позиции.

Привет, Хабр! Меня зовут Ольга Лапшина, я HR-бизнес-партнер блока информационной безопасности «Ростелекома». В этой статье расскажу, как мы оцениваем опыт сотрудников и находим возможности для карьерного развития внутри компании, даже если события меняются быстрее, чем штатное расписание.

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Как найти реальных покупателей с помощью транзакционного таргетинга
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-11-03 11:02:22 | Created: 2026-11-03 11:03:58

Привет! Меня зовут Юлия, в Amberdata я отвечаю за коммуникацию с партнерами и решение их задач с помощью данных  DMP. Сегодня расскажу, как найти для вашего бизнеса реальных покупателей с помощью рекламы на основе транзакционных данных (это информация о реальных покупках людей и их покупательском поведении).

Что такое транзакционный таргетинг

Это особый подход к рекламе, при котором аудиторию сегментируют на основе данных о покупках пользователей за конкретный временной период. Источником таких данных выступает инфраструктура онлайн-касс и сервисов, работающих с фискальными чеками: производители кассовых решений и операторы фискальных данных. Они формируют обезличенную базу с информацией о покупках, которая позволяет выделять аудитории по категориям товаров, частоте и давности покупок.

Путь этих данных выглядит так.

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‘Our Risk, Their Reward’: Zohran Mamdani on AI and Data Centers
Published: 2026-11-03 11:00:00 | Created: 2026-11-03 11:02:02
Ahead of the midterms, WIRED talked to New York City’s mayor about data centers, AI in schools, and the future of the Democratic party.
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The Endlessly Meme-able Steve Kornacki Is Not a Meme Person
Published: 2026-11-03 12:00:00 | Created: 2026-11-03 11:02:02
NBC’s go-to data guru also isn’t quite sure what a subreddit is.
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Why some key races won't be decided on election night
Published: 2026-11-04 15:44:31 | Created: 2026-11-03 11:01:02
Experts expect some politicians to claim the 2026 elections are rigged, but here's why that's not the case — and why it may be a while before some races are called.
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What Democrats could actually do if they win Congress
Published: 2026-11-03 11:00:00 | Created: 2026-11-03 11:01:02
Chuck Schumer, left, in a blue suit, and Hakeem Jeffries, right, in a black suit, walk together as they talk, with Jeffries gesturing with one hand.
House Minority Leader Hakeem Jeffries (D-NY) walks with Senate Minority Leader Chuck Schumer (D-NY) in May 2026 in Washington, DC. |  Win McNamee/Getty Images

The outcome of the midterm elections is perhaps the single most important factor in determining how the final two years of Donald Trump’s presidency will play out — and what impact it will have on people’s lives in the United States and around the world.

If Republicans defy the polls and hold both chambers, Trump would have the chance to pass more sweeping legislation on party-line votes, confirm more loyalist nominees to important positions, and continue remaking the judiciary, all while keeping oversight to a minimum. Democrats would have limited tools to object, Republicans would keep a free hand to run Washington, and Trump would be able to cite the results to maintain party loyalty. Practically and politically, the next two years would look a lot like the last two.

Conversely, the better Democrats do, the more power they will have to block Trump’s agenda, check his power, investigate his administration, and advance priorities of their own on issues like the economy, healthcare, the war in Iran, immigration enforcement, corruption, and more. But they’d also face significant limits on their power, from the Senate filibuster and Trump’s veto pen to White House tactics that could delay or derail oversight. 

Key takeaways

  • Even if Democrats romp in the congressional midterms this week, they won’t be able to do whatever they want; however, if they use their powers creatively, they could achieve real and meaningful accomplishments.
  • Legislative accomplishments would likely happen in one of three ways: through confrontations on “must-pass” bills, through bipartisanship, or by laying the groundwork for bills a future Democratic president could sign.
  • House or Senate majorities would give Democrats subpoena powers, but the Trump administration will likely refuse to comply; Democrats would have to think outside the box in how to make their investigations succeed.
  • A Senate majority would make it far more challenging for Trump to confirm nominees and would slow his judicial confirmations to a trickle, if that.

So what are the real midterm stakes? Which moves from a Democratic Congress would be symbolic and which could have an immediate impact on real-world outcomes? And what might prevent them from achieving their goals?  

To get a better sense of what Democrats could actually do if they won power in Congress, I spoke to current and former congressional aides as well as plugged-in outside experts. They generally painted a picture of a grim slog akin to trench warfare. Some believed the expectations of the Democratic base would far outpace what could realistically be achieved, and that frustration and disappointment were inevitable.

But some also expressed surprising optimism that, if Democrats played their cards right, they could score real and meaningful accomplishments — in driving policy change, in bringing wrongdoing to light, and in laying the groundwork for far more ambitious goals in the near future.

Whether they can do this will depend in part on politics and messaging, but also on how they use the formal tools that would be newly available to them with a congressional takeover: legislation, investigations, and — in the case of a Senate win — the confirmation process.

Legislation: How new Democratic majorities could legislate in a way that actually matters

The US Capitol is seen from above at a distance.

House Democratic leaders are proudly talking about the bills they plan to quickly pass if they win the majority on topics such as healthcare, tariffs, and the war in Iran.

But the reality is that, so long as the Senate’s 60-vote requirement for ordinary legislation to advance remains in place, such bills aren’t going to make it to Trump’s desk without winning significant Republican support. (And even if they do make it to Trump’s desk — say, via the special budget reconciliation process — he could veto them.)

Instead, for Democratic majorities to do meaningful things with legislation under Trump, they’d likely have to pursue one of the following three approaches.

1. Confrontations on the must-pass bills

Lots of bills go nowhere in Congress, but some are viewed as “must-pass.” Some have practical consequences for failure after a certain deadline: If the debt ceiling isn’t raised, the country will default on its debt with potentially catastrophic consequences; if government funding bills aren’t passed, the government will shut down, as it did for 43 days last year.

Often, if one or both chambers flip in the midterms, a bold new majority tries to use one of these bills to make policy demands on the president, believing the bill’s “must-pass” status gives them leverage. Then, a showdown unfolds, as both sides play chicken before a looming deadline.

So if Democrats win the majority, they will have to decide: Which much-pass bills do they want to make demands over, what do they want to demand, and just how hard do they want to demand it?

Experts I spoke to were skeptical Democrats would push too hard on the debt ceiling. “The Democratic position in the past has been, ‘We don’t threaten the full faith and credit of the US government,’” Bobby Kogan, the senior director of federal budget policy at the Center for American Progress, a Democratic-aligned think tank, told me. The consequences of default seem, to them, too devastating to risk, and they’re historically reluctant to legitimize Republicans’ use of the debt ceiling as a weapon under Democratic presidents.

Some sort of fight seems likelier on government funding — after all, even while in the Senate minority, Democrats used the filibuster to shut down the government late last year, demanding that Republicans extend subsidies for the Affordable Care Act. They could run that playbook again, saying they won’t fund the government unless Trump agrees to their demands on healthcare (such as rolling back Trump’s Medicaid cuts), ICE (where they’ve demanded new accountability measures and restrictions), or other issues. 

Many are skeptical that Democrats will successfully strong-arm Trump into making concessions in this way. When last year’s shutdown stretched for over a month and its consequences — for unpaid government workers and recipients of government benefits — grew more acute, enough Democrats eventually gave in even as they seemed to have the upper hand in polling. But it’s likely that the party’s base will urge them to try again — and if they do, their theory that they have more leverage over Trump this time will be tested.

2. Bipartisanship

The alternative to trying to shake the president down is to actually try and get Republican votes — passing measures with bipartisan support. 

And don’t scoff — though partisan battles will get all the headlines, there’s still a surprising amount of bipartisan action on substantive issues in Congress. During the final two years of Trump’s first term, bipartisan bills on Covid relief, energy, and trade passed. Under President Joe Biden, bills on infrastructure, semiconductors, same-sex marriage, and presidential election reform won bipartisan support. And this year, a bipartisan housing bill became law, and Congress hopes to pass an electricity permitting reform deal before the end of the year, too.

Some of these bills were standalone; others became law because they were attached to must-pass bills, such as government funding, or the National Defense Authorization Act. That’s a potential way to get something Trump doesn’t like into law — get enough Republicans on board, and hope that either Trump will conclude it’s too much of a headache to veto it, or that support in Congress is so strong his veto will fail (two-thirds of both the House and Senate can vote to override a veto). There’s precedent from this year’s bipartisan housing bill, which Trump allowed to become law without his signature.

Matthew Fiedler, a senior fellow at the Brookings Institution, told me that Democrats could try to add riders on appropriations bills that block certain controversial Trump administration regulatory actions. “That feels potentially achievable to me,” he said. But, to get those bills to Trump’s desk, they’d have to get the consent of Republican negotiators in Congress. 

Bipartisanship can be achieved through working with the other party and compromising with them. But another route is through political pressure — say, if a proposal is so popular and politically potent that the other party feels they have no choice but to go along. “Bipartisanship is not always the signal of a kumbaya environment,” Charlie Ellsworth, a former aide to Democratic Senate leader Chuck Schumer who currently advises the advocacy group Public Citizen, told me. 

That’s what happened with Rep. Ro Khanna’s (D-CA) bill to release the Epstein files last year; GOP leaders tried to hold it back, but the dam broke and it eventually passed with overwhelming majorities in both chambers. If Democrats win the majority, they could similarly put pressure on the GOP by forcing votes on issues where the party might be divided — like tariffs, or the Iran war.

3. Groundwork for the future 

The other route for legislating to really matter in the next session is more forward-looking — Democrats could be crafting bills that they truly intend to pass in 2029, if a new Democratic president is sworn in and the party holds Congress.

The idea here is that the next president may have a limited window to pass major legislation, so he or she will be looking for ideas to take off the shelf. And the more serious legislative work that gets done in this Congress, and the more Democratic consensus is built ahead of time, the better-prepared certain bills could be for that opportunity.

Trump’s One Big Beautiful Bill Act last year, for instance, included several provisions that House Republicans had crafted during the Biden administration. Similarly, Biden’s Inflation Reduction Act included prescription drug provisions that House Democrats had crafted during Trump’s first term.

“There’s a lot of consequential prep work that can happen during these time periods, even when there’s not a real prospect of the legislation becoming law in this term,” Fiedler said. 

The flipside is that if Democrats flock to unworkable ideas in this Congress in order to appease an interest group or win a messaging fight, they may feel pressure to follow through in the next Congress — and problems may result. Take the first year of Trump’s first term, when he and the GOP felt compelled to deliver on their longtime vow to repeal Obamacare — but since they hadn’t come up with a specific proposal to do it that was politically viable and hadn’t seriously grappled with the many potential downsides for patients, the effort ended in failure.

“Democrats need to be cognizant that if you’re going to do a test run and draw a contrast between what Democrats are for and what the president opposes, you should expect the American people will ask you to deliver when you have the power,” Ellsworth said.

Investigations: How Democrats could think creatively to get around Trump’s stonewalling

A hearing room at the US Capitol is filled with political attendees as a panel of committee members sits on a high dais in the front of the room, backed by a huge projection screen.

Democrats say it’s urgently necessary to investigate a plethora of Trump administration scandals, from the Trump family’s crypto investments to Trump’s granting of pardons to his fundraising for the White House ballroom construction to aggressive actions by ICE, and much more.  

Winning control of either the House or Senate is crucial to these efforts because it would give them a hugely important investigative tool: congressional subpoena power. Democratic majorities would be newly able to issue legally binding requests for documents and testimony. (Currently, stuck in the minority in both chambers, all they can do is ask nicely.)

Why do investigations matter? One goal can simply be to unearth new facts about what’s been going on inside the executive branch, which can help determine their next steps. A second can be to spur criminal investigations, though this seems unlikely while Trump is in power, given his co-option of the Justice Department. 

A third can be to pave the way to impeachment if significant wrongdoing is exposed. That said, in contrast to Trump’s first term, Democrats sound far less eager to impeach him this time around, though some have floated potentially impeaching Cabinet officials. 

Finally, a fourth goal can be to use hearings and other activity to focus the press and public’s attention on certain topics and potentially build momentum for action in response. Many Democrats feel that their 2021-2022 House January 6 committee, which featured dramatic public testimony and audiovisual presentations, was an innovator here.

The catch is that the Trump administration could — and likely will — just refuse to comply with subpoenas aimed at officials or agencies. In Trump’s first term, he vowed to fight “all the subpoenas” from House Democrats, and for the most part the administration followed through, declining to cooperate or asserting executive privilege. 

If faced with this stonewalling, the usual next step is for Democrats to sue, and hope courts will compel compliance from the administration. The perennial problem, though, is that such lawsuits often take a long time to resolve — and could well stretch on into the next president’s term.

“It is unfortunately possible for the recipients of congressional subpoenas to resist and drag out these proceedings,” Tim Heaphy, the former chief investigative counsel for the House January 6 committee, told me. “And lawyers knew that, so they could run out the clock.”

Anticipating this resistance, Democrats have floated that they may focus their subpoenas on people or companies outside the government who they think might have information about executive branch malfeasance. 

These potential subpoena targets include donors to the White House ballroom construction effort, investors doing business with the Trump family, private companies that have gotten federal contracts, lobbyists that have helped secure presidential pardons for their clients, and law firms that made deals with the Trump administration.

The administration may still at least attempt to cite executive privilege to try to quash these subpoenas. “I’ve heard that there’s already some discussion about whether the executive branch would have standing to object to a subpoena handed to a government contractor,” Heaphy said. Democrats also hope to get cooperation from whistleblowers and government officials who actually want to share what they know.

But some have called on congressional Democrats to do more to try and ensure there will be consequences for defying subpoenas. For instance, Congress could theoretically assert a power known as “inherent contempt,” ordering noncompliant officials to be detained (or, potentially, fined); this power has not been invoked since 1934. If they tried to use this power against administration officials, a major constitutional battle would ensue. Others have suggested the less dramatic approach of making government funding contingent on agencies’ or officials’ cooperation with investigations.

Josh Chafetz, a Georgetown law professor and an expert on congressional power, told me that, to succeed with investigations, Democrats would have to think creatively. Simply litigating the Trump administration’s defiance, he said, was “a fool’s errand.” He added: “If they follow that playbook, they’re going to get the same results — which is, nothing will happen in those investigations over the next two years.”

Confirmations: A Senate takeover would have big stakes for how the Trump administration functions

If Democrats manage to win the Senate, there will be another major consequence — Trump will need their approval to confirm judges and many administration officials. 

Trump has nominated several extreme or controversial figures to his administration; and, because the GOP Senate majority was inclined to defer to their party’s president, the vast majority of them were confirmed. (Sorry, Matt Gaetz.) These nominations can have very real consequences: if Trump had selected someone other than Pete Hegseth, who was only one vote away from not being confirmed, as defense secretary, perhaps he would have heard more warnings about the risks of war with Iran.

A Democratic Senate would be far more skeptical of confirming particularly controversial nominees for administration positions. But more broadly than that, all Trump nominees would face tougher scrutiny. “The administration’s going to find it very hard to get pretty much anyone confirmed,” Chafetz said.

The official line from Democratic leadership is that they will be happy to confirm qualified Trump nominees — but that Trump is simply nominating unqualified people. “If the nominees are as crappy as his present ones, very few of them are going to get through,” Sen. Chuck Schumer (D-NY) — the likely majority leader, if Democrats win the Senate — told Semafor last month.

A confirmation blockade wouldn’t lead to an urgent crisis, since Trump’s administration is full of confirmed appointees already. But as various officials leave the government — voluntarily or involuntarily — Trump will want replacements. Democrats will have to weigh just how far they want to go in slow-walking or delaying Trump nominees. Some Democrats will also want to use nominees as bargaining chips in their dealings with the administration, while others may think obstructing noncontroversial nominees is antithetical to how government should function.

Trump would likely respond by trying to rely more on “acting” appointees for key roles, as he did in his first term —  but there are legal limits on who can be appointed to an acting role, and how long they can serve there. 

Judicial nominees, meanwhile, serve for life if they’re confirmed. So a Democratic Senate majority would be most skeptical about confirming Trump’s judge picks, particularly at the circuit court level and certainly at the Supreme Court should any vacancy arise. 

For the Supreme Court, this is most consequential; conservatives currently have a 6-3 majority. But there are four Supreme Court justices in their 70s, with the oldest being 78-year-old Clarence Thomas and 76-year-old Samuel Alito. 

If Republicans hold the Senate, either could retire confident a right-wing successor would be confirmed. But if Democrats take over the chamber, they’d likely follow the precedent set by the GOP when they refused to even consider President Barack Obama’s nominee for the late Justice Antonin Scalia’s seat in 2016 — holding it open for the next president to fill.

That said, there may be a brief window for Republicans to try to confirm a justice in the final session before the new Senate majority is sworn in, if one or more do decide to step down.

The political stakes: In Trump’s last two years in power, will he be hemmed in — or emboldened?

Finally, looming above and affecting all these issues, is the political reality that the midterms will deliver what’s taken as a verdict on Trump’s second term so far. 

If Democrats’ win is huge, Republicans will engage in a frenzy of finger-pointing and blame-casting as the party grapples with what comes next for them after the Trump era, especially with a presidential contest starting up in which he won’t be on the ballot. Practically, Trump will be more hemmed in, and though he will surely stoke further controversies and crises, he will be a weakened figure facing constant challenges from Congress.

Conversely, if Trump’s GOP defies the polls and holds both chambers, he’ll likely treat it as a complete vindication of his second-term approach — and feel emboldened to plunge ahead on his most controversial agenda items, from ICE crackdowns to the Iran war, confident Congress will do little to stop him and the next Republican nominee (whether Vice President JD Vance or someone else) will take his side.

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AnythingLLM: чат по своим документам без подписки OpenAI
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-11-03 10:57:03 | Created: 2026-11-03 10:58:58

Представьте, что у вас на диске лежит папка с договорами, сотня PDF, конспекты и внутренняя документация. Вы открываете ChatGPT, загружаете один файл — он его читает, но стоит загрузить больше, контекст переполняется, или просто теряется файл. А если файлов десять? Двадцать? Подписка стоит денег, из России нужен VPN, и даже с ним модель не знает, что написано в ваших таблицах, если вы не скормите ей всё вручную.

Вот тут и появляется AnythingLLM — опенсорсное приложение, которое превращает ваши файлы в базу знаний и позволяет общаться с ними через любую LLM. Хотите локально и бесплатно на своей видеокарте? Пожалуйста. Хотите через облачную модель, но без подписки OpenAI и танцев с бубном? Тоже вариант, и ниже мы разберём его по шагам. Эта статья — про то, как за вечер собрать приватного ассистента, который отвечает по вашим документам. С блекджеком и RAG!

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Trump’s Immigration Dragnet Sweeps Up Ukrainian Truckers Who Fled War
Published: 2026-11-03 10:00:17 | Created: 2026-11-03 10:58:02
At least a dozen Ukrainian truck drivers were arrested this summer, according to a representative for Ukraine. Several remain in detention.
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Supreme Court to Hear Catholic Schools’ Challenge to Colorado Aid Rules
Published: 2026-11-03 20:03:01 | Created: 2026-11-03 10:58:02
The Supreme Court considered whether Catholic preschools in Colorado that decline to enroll families with gay and transgender parents can participate in a state program.
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Flouting Consumer Law, Insurers Refuse to Pay Medical Bills for Emergency Care
Published: 2026-11-03 19:02:35 | Created: 2026-11-03 10:58:02
A law to end surprise medical bills has generated millions of high-dollar payouts for doctors. Health plans are now fighting back by frequently withholding money.
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Old, Polluting Jet Engines Are Being Scavenged to Power Data Centers
Published: 2026-11-03 10:00:11 | Created: 2026-11-03 10:58:01

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As Trump’s Midterm Deadline Looms, Gulf Countries Brace for Possible Renewal of Iran War
Published: 2026-11-03 10:47:18 | Created: 2026-11-03 10:58:01
The energy-rich Gulf Arab countries are engaged in a flurry of mediation efforts to avert war between the U.S. and Iran, as many fear that the fighting will be worse this time around.
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What’s at Stake in Today’s Elections
Published: 2026-11-03 16:23:33 | Created: 2026-11-03 10:58:01
Though President Trump’s name is not on the ballot, voters are weighing the effects of his agenda in Tuesday’s midterm elections. Lisa Lerer, a national political reporter for The New York Times, describes how three crucial issues are affecting their decisions.
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PM plans debt reset for Commonwealth nations as slavery apology talks begin
Published: 2026-11-03 00:26:04 | Created: 2026-11-03 10:55:04
The move comes as the prime minister begins talks about the UK issuing a formal apology for the slave trade in the next year.
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How the US midterm results could unfold - as millions of Americans head to the polls
Published: 2026-11-03 10:32:56 | Created: 2026-11-03 10:55:02
The BBC's North America correspondent considers three different scenarios, and what they would mean for the country.
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Что значит «продавец сам решает»: как мы строим Vaari
Feed: Все публикации подряд на Хабре (https://habr.com/ru/rss/articles/)
Published: 2026-11-03 10:51:13 | Created: 2026-11-03 10:53:58

В требованиях к акциям Vaari мы записали: участие продавца добровольное. Уместилось в одну строку. А дальше понадобилось определить, кто выбирает товары, когда фиксируется цена, что происходит при изменении условий и можно ли выйти из акции, если магазин приостановил продажи.

Без этих ответов два человека могут прочитать одну строку и спроектировать два разных продукта.

Я CPO Vaari — маркетплейса, который мы сейчас готовим к запуску. Мы хотим дать продавцам возможность развивать свой бизнес на площадке: управлять участием в акциях, понимать условия привлечения покупателей, показывать особенности своего бренда. При разработке выясняется, сколько отдельных решений стоит за каждым из этих намерений.

Разберу три таких решения. Акции и учёт покупок из собственных каналов продавца уже реализованы локально и проходят подготовку к запуску. Витрину с историей бренда пока проектируем. Данных о влиянии этих механик на реальные продажи у нас ещё нет.

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