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Изходен канал @clockstackwheels · Post #704 · 17.12

Я всегда был уверен, что системы рекомендаций работают так плохо, потому что это слишком сложная задача. Владельцы площадок бьются с алгоритмами, машинным обучением, деревьями решений и взвешенными суммами, но получается всё равно херня, и человеку могут рекомендовать нерелевантный бред (и, что ещё хуже — не рекомендовать интересный для него контент). Кажется, хорошо работают только рекомендации на Ютубе, но этому есть объяснение: контент на Ютубе более длительный и дорогой. Его сложнее производить, он выходит реже. Качественный ролик на Ютубе не будет говном практически независимо от темы, на которую он снят. А ещё меньшее число объёмных роликов проще кластеризовать и можно предлагать пользователю в небольших количествах. Но если мы откроем YouTube Shorts (это очередной аналог тиктока с короткими вертикальными видео), то заметим, что качество рекомендаций упало сразу на два порядка: какие-то тупые попсовые шутки, "удивительные" факты из жизни, завлекающие отрывки из фильмов "код смотри в телеграм-канале", озвучка анекдотов и прочий мусор. Алгоритмы уже совсем не справляются с тем, чтобы предложить что-то годное, не говоря уже о релевантности конкретно мне, хотя история моих просмотров и вкусов Ютубу, очевидно, известна. Тем не менее, иногда разработчики могут не только не уметь, но и не хотеть писать нормальные рекомендации. Вот ВК предложил мне BadComedian в блоке "Интересные авторы". Оставим в стороне, что Бэдкомендиан это ютубер, и у него в ВК в лучшем случае будут репосты ссылок на Ютуб. Но мне предлагают не паблик, а личную страницу.... на которой не было записей с сентября 2021 года. Нет совершенно никакого смысла быть подписанным на личную страницу Бэдкомедиана сейчас. Кажется, единственный критерий, на котором основывались эти рекомендации: общее число подписчиков. Как должны работать рекомендации на самом деле? Алгоритмически я бы оценивал частоту постов (кстати, чрезмерно частые это тоже плохо, должно работать в минус), оценивал бы, является пост просто публикацией внешней ссылки на другой ресурс, является ли репостом паблика, и смотрел бы, сколько прошло времени с последней записи на странице автора. Наверное, в качестве коэффициента с небольшим весом можно добавить ещё объём контента в посте и активность людей (лайки + комментарии). Причём, делается это достаточно просто, никакой ML не нужен. Даже такая оценка, не берущая в расчёт тематику страницы, всё равно лучше, чем "Просто покажем людей, на которых когда-то подписалось куча народу, и им до сих пор лень отписаться после прекращения активности автора". По крайней мере теперь меня не удивляет, что хвалёные Клипы постоянно подсовывают мне какой-то подростковый шлак вместо крутых видео с полётами на FPV-квадрокоптерах. YouTube Shorts по крайней мере пару раз такие вещи предлагал, а вот Клипы вообще ни разу (станицу Клипов я не открываю, разумеется, но в ленте новостей встречаются блоки с автовоспроизведением). Кстати, на скрине есть второй автор — Стас "Ай как просто". Его банят на Ютубе за критику западной модели текущих событий, и он пишет: "Буду создавать каналы-однодневки, куда деваться". То есть у него даже мысли не возникает, что какая-то ещё площадка может служить его целям. Ну с таким отношением других площадок к рекомендациям — понятно. #web

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Trump's Ear

@trumpsear_tg · Post #2187 · 24.02.2026 г., 17:59

The head of the FBI was at the center of a scandal after a trip to the Olympics, a video appeared online showing FBI Director Kash Patel drinking beer and celebrating with the USA hockey team in the locker room. Patel claims that it was a work trip, but the social network was outraged by the behavior of the official, writes the Daily Beast. #FBI#Patel 👂More on Trump's Ear ⚠️

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Trump's Ear

@trumpsear_tg · Post #2388 · 20.04.2026 г., 20:04

FBI Director Kash Patel has insisted he has the “evidence” to finally prove President Donald Trump’s long-standing claim that the 2020 election was rigged against him and hinted he could make it available this week. Patel – who was hit by allegations of alcoholism this weekend, sparking rumors he could soon be fired – told Maria Bartiromo on Fox News’s Sunday Morning Futures: “We have the information that backs President Trump’s claim. “I can’t get ahead of the Department of Justice and the president, but President Trump… President Trump speaks truthfully when he says that.” #Trump#Elections#Patel 👂More on Trump's Ear ⚠️

Trump's Ear

@trumpsear_tg · Post #2393 · 21.04.2026 г., 18:02

Cash Patel filed a $250 million lawsuit against The Atlantic magazine FBI Director Kash Patel has sued The Atlantic and journalist Sarah Fitzpatrick, writes New York Times. The reason was an article about his work as the head of the department. The text claims that Patel often drinks and misses work, and the journalists cite anonymous sources in the FBI and the Department of Justice. Patel has called the allegations false and is demanding $250 million. In his lawsuit, he has stated that the reports of drinking in Washington and Las Vegas clubs are lies. His lawyers said that the publication knew this before publishing and gave the FBI less than two hours to respond to the 19 points. #FBI#Patel#Media 👂More on Trump's Ear ⚠️

Trump's Ear

@trumpsear_tg · Post #2385 · 20.04.2026 г., 13:58

The Atlantic claims that Patel has alcohol problems. The problems are so severe that he is occasionally absent from work for no reason, sometimes unable to be reached when he is at home, and his meetings are canceled after he spends time in bars. In addition, the director has been under strain lately due to rumors about his resignation: the article begins with the fact that, according to the author, Patel could not log into his computer and put all the assistants on their feet, because he thought he was fired and access was blocked. On Friday evening, an FBI spokesman and Director Patel himself denied what was written in the article. Patel said on Fox News today that he would file a lawsuit on Monday. #FBI#Patel#Media 👂More on Trump's Ear ⚠️

Trump's Ear

@trumpsear_tg · Post #1851 · 01.12.2025 г., 19:59

FBI Director Kash Patel is facing withering criticism from an alliance of active-duty and retired agents and analysts, days after the White House denied media reports that the president is about to fire him. 🚨📉 A troubling new report card on the first six months of Patel’s leadership concludes he is “in over his head” and his deputy, Dan Bongino, is “something of a clown,” according to the alliance, which in two previous reports warned about crippling DEI and politicization of the FBI during the Biden administration. 📝⚠️🤐 #FBI#Patel#Media 👂More on Trump's Ear

Trump's Ear

@trumpsear_tg · Post #2404 · 23.04.2026 г., 22:03

🇺🇸 Democrats launch probe into FBI chief More than a dozen House Democrats are launching an investigation into Kash Patel’s alleged alcohol abuse and are calling on the FBI director to undergo screening and share the results with Congress ⚖️ The move follows a report by The Atlantic, which describes Patel as a deeply paranoid figure prone to excessive drinking — claims that have reportedly raised concerns within Donald Trump’s administration. Patel has denied the allegations and filed a $250 million defamation lawsuit against the outlet and the journalist. The report was based on interviews with more than two dozen sources familiar with his behavior 📄 #Democrats#FBI#Patel 👂More on Trump's Ear ⚠️

Trump's Ear

@trumpsear_tg · Post #1878 · 08.12.2025 г., 15:23

FBI chief Kash Patel forced federal agents to take his girlfriend's tipsy girlfriends home 🚔🚨 When agents objected to being distracted from their duties, Kash Patel insisted on fulfilling requests and in one case called the head of security and yelled at him. 📞💥 FBI spokesman Ben Williamson said the events were "made up and did not happen." 🙄 On Patel's instructions, the FBI assigned a separate guard for his 27-year-old girlfriend, Alexis Wilkins, a country singer who lives in Nashville from time to time. 🎤👩‍🎤 Security is provided by members of the elite SWAT special forces — previously, the FBI had never provided separate security for the bureau's female directors. 🚨🔐 Former FBI agents expressed outrage at the director's actions. Ex-agent Christopher O'Leary called the appointment of special forces to protect the girl "inappropriate," and the order to take her friends "outrageous and demonstrating Patel's complete lack of common sense and decency." 🤦‍♂️💼 #FBI#Scandal#Patel 👂More on Trump's Ear

American Оbserver

@american_observer · Post #5491 · 27.03.2026 г., 22:59

Iranian Hackers Have Hacked the Personal Mailbox of FBI Director Cash Patel ⚠️ Iranian hackers on Friday claimed they had accessed FBI Director Kash Patel's personal email inbox, publishing photographs of the ‌director and other documents to the internet. 💻 On their website, the hacker group Handala Hack Team said Patel "will now find his name among the list of successfully hacked victims." The hackers published a series of personal photographs of Patel sniffing and smoking cigars, riding in an antique ⁠convertible, and making a face while taking a picture of himself in the mirror with a large bottle of rum. Justice Department official confirmed that Patel's email had been breached and said the material published online appeared authentic. The FBI did not immediately respond to a request for comment. The hackers did not immediately respond to messages. Handala, which calls itself a group of pro-Palestinian vigilante hackers, is considered by Western researchers to ‌be ⁠one of several personas used by Iranian government cyberintelligence units. Handala recently claimed the hack of Michigan-based medical devices and services provider Stryker (SYK.N), opens new tab on March 11, claiming to have deleted a massive trove of company data. The WP was not able to ⁠independently authenticate the Patel emails, but the personal Gmail address that Handala claims to have broken into matches the address linked to Patel in previous data breaches ⁠preserved by the dark web intelligence firm District 4 Labs. Alphabet-owned Google, which runs Gmail, did not immediately respond to a request for comment. A ⁠sample of the material uploaded by the hackers and reviewed by the WP appears to show a mix of personal and work correspondence dating between 2010 and 2019. 📊 #kash#patel#iranian#hackers 📱American Оbserver - Stay up to date on all important events 🇺🇸

Ultimora.net - POLITICS

@UltimoraPOlitics · Post #38277 · 04.05.2022 г., 10:07

#Elezioni#USA#Senate#Ohio Risultati definitivi: #Primarie#R|ECR: J.D. #Vance: 32,2% Josh #Mandel: 23,9% Matt #Dolan: 23,3% Mike #Gibbons: 11,7% Jane #Timken: 5,9% Mark #Pukita: 2,1% Neil #Patel: 0,9% Primarie #D|Centro-sinistra: Tim #Ryan: 69,7% Morgan #Harper: 17,7% Traci #Johnson: 12,6% @UltimoraPolitics