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Н Новости

Замени меня, нейросеть, замени меня полностью

Сегодня без «программистов». В этот раз будет сказ про нейросеть и копирайтеров, которым я закрою тему «Заменит ли нейросеть копирайтеров» раз и навсегда. Для себя уж точно.

Дисклеймер. Сразу хочу предупредить, что эта статья идет последышем за статьей «Программисты все вымирают и вымирают», поэтому она вторична, никудышна, бездарна, сумбурна и отвратительно читается. Здесь только негатив и брюзжание старого кожаного мешка, писавшего сей опус на кофеине и гневе. Читайте на свой страх и риск.

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Всем привет. С вами редачер дешевого пошиба. Сегодня буду обижаться и кричать о том как меня заменяют.

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Володя, Веня — надеюсь, что я вас не разочарую.

Примечание. В статье будет термин ИНИ — искусственный недоинтеллект, потому что текущие китайские комнаты до полноценного интеллекта не дотягивают. Термин придумал не я, а как всегда украл и переиначил. Но автора не помню, а искать долго. Так что если вы автор — отпишитесь — я вас отмечу и отсыплю благодарностей.

Начальник, не заменяй меня, я ещё пригожусь

У нас тут РИА Новости с опросом про нейросети. Решили они выяснить кто у нас останется без работы в очередной раз. И по данным некого общественного мнения, целых 45% респондентов считают, что «китайская комната» оставит копирайтеров не у дел.

«По данным исследования, руководители готовы доверить нейросети переводы (51%), техническую поддержку (46%), подготовку аналитики (45%), генерацию текста (44%)»

А вот другой опрос с Зарплата.ру. Опросили 1735 руководителей и начальников отделов.

«Почти половина опрошенных представителей бизнеса считают, что искусственный интеллект (ИИ) заменит дизайнеров, маркетологов и копирайтеров»

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Штош, давайте посмотрим, как идет процесс замены. Прошло уже достаточно времени с момента начала шумихи вокруг чатджипити, должны ведь быть какие-то результаты? Должны ведь?

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Сам я чатджипити или другие ИНИ не пользовал, так что лучше обращусь к тем, кто уже попробовал. Вот статья «Сколько стоит бренд-медиа и когда ждать его окупаемости: подслушано на Optimization-2023»

Берем цитату Ольги Маковей, руководитель агентства контент-маркетинга Glider, в контент-маркетинге с 2016 года.

«Мы тоже проводили эксперименты. ИИ — это в первую очередь помощник. Один из наших клиентов просто нагенерил статей и выпустил это в медиа, в результате — гневные комментарии читателей, фактические ошибки, статьи не приносят практически ничего. Вот ждем, когда они их удалят наконец-таки. Не рекомендуем так делать…»

Вот цитата Катерины Ерошиной, с 2012 года в контент-маркетинге, экс-главред PromoPult, с 2020 года главред МОАB (экс-программист, кстати).

«У нас тоже был клиент, который принес сгенерированные статьи и попросил поредачить. Тексты надо было переписывать, и мы сказали, во что выльется редактура условно бесплатного текста. Клиент посчитал денежки и сказал: “Нет, мы пойдём еще тренироваться”.

Пока западный искусственный интеллект не в состоянии генерить русский контент. Будем ждать, что нам Яндекс покажет. Я читала пошаговую инструкцию эксперта, который продавал свои курсы. Он говорил, что:

  • ты пишешь задание на русском;

  • потом идешь в умный переводчик DeepL;

  • который тоже искусственный интеллект;

  • переводишь на английский;

  • даешь этот промт;

  • и получаешь английский текст;

  • идешь опять переводишь;

  • получаешь;

  • обрабатываешь.

По-моему, за все это время, пока ты будешь туда-сюда перекидывать, проще поработать с нормальным автором.

Вот это предложение бесподобно — «Клиент посчитал денежки и сказал: Нет, мы пойдем еще тренироваться. А вы думали бесплатно будет?

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Халявы нет. Но эффективные менеджеры размечтались, что «вот сейчас драных копирайтеров выпнем и будем нам робот бесплатно статьи делать» Так ведь хотели?

Оказалось, что эксперименты с ИНИ приводят только к такому результату — к доработкам, неотличимым от переписывания с нуля. Но зачем тогда для этого ChatGPT? Пока (и надолго) это просто инструмент, чтобы работать чуть быстрее.

Цитата Константина Рудова, контент-маркетолога, главреда в SMMplanner, SMM.school, «Самолет Плюс», Workspace, Onco.Rehab, «Земельном Экспрессе», «Едином билете», Awake, Sendsay (тихо плачу в углу от такого количества регалий).

«Нейросети могут упростить некоторые этапы работы. Например, авторы в моих редакциях используют ChatGPT, чтобы делать тезисные планы статей. Это экономит время — авторам не приходится самим читать множество материалов, чтобы понять, какие блоки должны быть в статье. Нейросеть за несколько секунд может построить структуру, которую авторы корректируют в процессе погружения в фактуру»

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Сомнительно, потому что:

Во-первых, структура — не самая трудозатратная часть. Ну может займет час с ресечем (поиском по-русски). Но, как вы видите, в примерах у нас фигурируют агентства, а значит — работа потоковая. А на потоке экономия времени в час уже существенно. Особенно часть про «авторам не приходится самим читать множество материалов» это выдает.

Вообще, читать полезно, чтобы лучше понимать о чем пишешь. И это время не идет впустую — оно идет в зачёт, потому что информация укладывается, мясная нейросетка обучается и каждый следующий материал для изучения по теме становится понятнее, что как бы повышает качество статьи...Нет? Ну ладно, кто я такой чтобы здесь кого-то учить.

Во-вторых, даже с готовой структурой искать в поисковиках фактуру — очень долго и занимательно. Приходится копаться в горе мусора, чтобы найти золотую крупинку. Да, местами мне кажется, что я жук-навозник. Хотя…почему кажется?

В-третьих, работать по готовой структуре не всегда удобно. Помнится, когда у меня была хорошая репутация и я писал статьи для одного популярного хостинга, то они всегда выдавали готовое ТЗ со структурой, подзаголовками, примерами статей. Удобно.

Но даже в этом случае, когда, казалось бы, бери скелет и нанизывай мясо, в процессе работы структура часто менялась, потому что была написана как раз по аналогии с похожими статьями из первой выдачи. А поработав часа два, пошерств форумы и Ютуб, понимаешь, что как-то криво выходит и надо пересобирать. Здесь делаю отсылку на первый пункт выше — если «авторам не приходится самим читать множество материалов», то сэкономленное время все равно тратится на то, чтобы понять о чем ты собственно пишешь.

То на то и получается, нет?

Идем дальше с Константином:

«А вот генерировать готовые тексты оказалось очень неудобно. Это требует слишком много времени на доработку и фактчекинг»

Ну вот — то же самое: нейросетка делает рерайт (пересказ), но в итоге ты все равно все переделываешь. Халявы нет.

Всё становится хуже для нейросетки, когда ты собираешь статью с экспертом. Вот есть у тебя лид команды, которая занимается голосовым помощником. И только он знает, что при первом тестировании голосовой помощник матерился как школьник или не совместим с iOS 12 и выше, и как надо эту проблему обходить. Или у тебя есть немного уставший «начальник» под рукой, который выдает инсайты о карьерном росте, заключающиеся в том, что работа рукля это не влажные мечты об оркестрации задач в костюме от Армани с кружкой «Бэст Босс эва», а тыща экселек, тыща созвонов и тыща бумажек (бюрократия адовая).

Интересно, а какой мусор выдаст нейросеть на тему «Как стать руководителем»? Наверно, что-то вроде этого?

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О, а вот и оркестр.

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Константин и это подтверждает.

«У нейросетей большие проблемы с фактчекингом — они могут брать первую попавшуюся в выдаче информацию или даже придумывать факты. В результате получаются недостоверные статьи.

А ведь со временем потребность в глубине экспертности только растёт. Я уже начал подключать к проектам экспертов, которые проверяют статьи наравне с редактором. Иногда я полностью заменяю редактора экспертом. Это особенно важно в тематиках вроде юридической и медицинской»

«Я уже начал подключать к проектам экспертов, которые проверяют статьи наравне с редактором» — это верное решение, Константин, ведь бредогенератор не справляется с темами выше школьного уровня. Потому что берёт данные из интернета, а у интернета как раз уровень школьника (я к этому еще вернусь).

Лабуда и эффективные менеджеры

А вот с лабудой всё отлично — там кремниевая нейросеть может заменить аналоговую спокойно. Например, чтобы писать копеечные тексты об услугах парикмахеров в Москве недорого или прокате самокатов. Вот ребята поэкспериментировали с подобной тематикой.

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Вышло ожидаемо (для меня) — на серьезных темах, вроде биологии, требующих чуть больше знаний, чем в среднем по больнице, всё сыпется.

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А вот комментарий практикующего врача-ортодонта на текст по теме «Чем отличаются лигатурные брекеты от самолигирующих брекетов?»

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Но особенно позабавил вывод в конце статьи — про обилие воды.

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Но это же и есть суть нейросети?...Она же учится на текстах из Интернета, разве нет?

«Искусственный интеллект — это не материя, которая появилась с другой планеты и способна самостоятельно познавать окружающий мир, не опираясь на действующие причинно-следственные связи, правила и законы. Познание мира ИИ осуществляется на основании миллиардов предоставленных примеров. Следовательно, важным является то, какой материал предоставляется искусственному интеллекту для обучения. Опасность ИИ заключается в том, что примеры для обучения могут быть представлены с заведомой или случайной ошибкой, и в этом случае ИИ будет выдавать неадекватный результат»

Кандидат экономических наук, доцент кафедры математических методов в экономике и управлении ГУУ Инна Крамаренко. Источник.

Нейросетка учится по текстам из интернета, которые суть вода…А всё это написано кем? Правильно — маркетологами, сеошниками, школьниками на биржах и прочими взламывателями алгоритмов. Вы же сами заказываете тексты про рецепты «Блинчики с фаршем индейки», которые пишутся копирайтерами по другим статьям рецептов блинчиков с фаршем индейки, которые пишутся теми же копирайтерами? Получается такая «шоколадная» рекурсия, когда все друг у друга списывают.

А потом в сети невозможно найти ничего путного. И чтобы прочитать как укладывать кварцвинил мне надо проскролить две страницы писанины о том, как появился кварцвинил, что это такое, его состав, его структура, отличия от ламината, линолеума и паркета. М****ы, блин — вызовите мастера на укладку, попросите его озвучивать то, что он делает и фотографируйте процесс! Всё! Вот вам и статья!

Бесите.

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Но это же дорого и долго. А вам надо быстро и за копейки. И вместо этого агентства, владельцы ресурсов, каналов, аккаунтов, медиаплощадок и прочее, которые зарабатывают на показах рекламы, заказывают статьи на бирже у человека, который никогда в жизни кварцвинил не держал и пишет свою статью по статьям таких же бедолаг, которые писали статьи по таким же статьям. Там пользы ноль. Естественно, что здесь без разницы кто автор — углеродный или кремниевый.

Да вы и не для людей пишите, честно говоря.

«В большинстве случаев, текст, написанный копирайтером и/или бизнесом люди даже не должны читать. Даже не так — его не должны читать целиком. Весь массив текста обычно размещается для поисковых систем, И тексты для социальных сетей — не исключение. Вспомните старые советы о том, как продвинуть посты в Инстаграм, до тех пор, пока не появилось волшебное слово reels.»

Оптимизаторы пишут с помощью машины уникальные тексты для машин под видом текстов для людей, в которых пользы для людей ноль. Верно же? И оптимизаторы ещё жалуются на воду? А чего хотели-то? Роман Хемингуэя? Или статью о тонкостях ремесла стоматолога при лечении осложненного пульпита от практика с опытом в 20 лет, но шоб от нейросети и на халяву? Да???

Не много ли хотите?

Сначала зас**ли весь рунет своими спамными статьями, чтобы быть в выдаче повыше, а потом жалуетесь, что вам нейросеть выдает по этим статьям «шоколад». Это карма называется.

Кстати, цитата выше — от автора Сергея (я вас пропиарю, вы не против?). В статье, о работе с джипити для копирайтеров, которую он написал изрядно помучавшись с этой приблудой, так и пишет, что в результате, чаще всего, будет вода, кривая структура и низкая уникальность.

А как же хайповые статьи про то, как Уволили половину копирайтеров и заменили их на нейросеть. Ну так там все просто — половина копирайтеров занималась не пойми чем.

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Может с этого и надо было начинать? В агентстве бардак, но мы возьмем нейросеть…

bb0ba0c7837095136e9f7e3e969401e4.pngНу и этим скрином не могу не поделиться.
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Кажется, что нейросеть ведет себя как задолбавшийся работяга, которого достал заказчик с просьбами написать тыщу уникальных постов на тему «Психология». Если бы у чатЖПТ были рут-права на ваш сервак, я бы думаю, что она уже давно бы его сожгла.

Эффективные менеджеры взялись за оптимизацию. Наверно, в погоне за еще большей эффективностью, чем сейчас? Ведь сейчас и так все идеально? Ведь всё работает как часы? Или когда припрет то, как всегда, начинают с самых беззащитных: фрилансеров, ИПшников, самозанятых и прочих аутсорсеров, которым платят за знаки или часы, нагружая ответственностью и вгоняя в потогонку.

«Ну чо они там, текстики свои пишут. Чо, сложно, шоли? Ща, джипити поставим и за дверь бездельников. А я себе резину летнюю на Рендж куплю»

Действительно, и не поспоришь…Заменяйте. Буду ждать момента, когда это начнет массово работать в обе стороны. И вот здесь, как мне кажется, автоматизация-то попрёт.

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Заменили никого

За все время поиска я нашел только ОДИН ФАКТ, и тот с натяжкой, о том, что кто-то где-то променял сотрудника на нейросеть, которая написала вот эту статью:

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Суть конфликта: психолог променял копирайтера, который с него собирал материалы для статьи, на чатджипити. Теперь заказчик сам расшифровывает, сам пишет промты, и просит чат собрать статью. И, как пишется в источнике, переложил всю работу по производству статей на нейросеть. И так все хорошо идет, что после той самой статьи в конце февраля от кремниевого автора больше ничего и не вышло.

А может и не нужны были психологу эти статьи? Писать-то особо и не о чем. Хм...получается здесь мы возвращаемся к первому кейсу, когда работодатель просто закрывал свои косяки, прикрываясь новой популярной технологией? Я же правильно понял?

Разбирать поделку с психологией мелкого пошиба желания нет. — там все грустно до тошноты. Тем более, за меня уже все сделали.

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Может я просто не так или не там смотрел? Поделитесь ссылками, но я больше ничего и нет. Просто нет кейсов вида «У нас была редакция из смм-щика, 5 редакторов, главреда и дизайнера. Теперь у нас один менеджер промтов и чатджипити» Может у вас есть?

Уровень чатЖПТ — это «вода»

Прошерстив интернет, в том числе англоязычный, мой «глубокоэкспертный» осатанелый взгляд выявил, что в статьях не то чтобы об успешном успехе с ИНИ, а просто о возможности использования чтаджипити и аналогов не появляются какие-то сложные темы. Радиоэлектроника? Антропология? Квантовая физика? Биомеханические протезы? Замена шаровой опоры на Лада Гранта 2017 года своими руками? Доработка салона батиной Нивы? Инструкция по заливке свайно-ленточного фундамента в зимний период? Как подобрать клемник для безопасного соединения алюминиевых и медных проводов? Проверка кнопочных телефонов на бэкдоры и трояны?

Может есть статьи как нейросеть тестирует и буквально разбирает несколько видов лампочек?

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А может есть отчет о новой поставке железа с дотошной проверкой характеристик?

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А может нейросеть собрала суперкомпьютер под конкретные задачи?

e6e8f7668eacda01acf5bcee6c513edc.png

Или написала в авральном режиме аналога Duck Hunt и присобачила к игре пластмассовый пистолет за 300 рублей со впаянным туда Arduino с прогой и гироскопом?

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А может нейросеть написала как подобрала пьезоэлектричекий зуммер и научила его отыгрывать Имперский Марш?

Где такое? Я чот не заметил. Но я очень хочу увидеть как таких авторов заменит ИНИ.

Или слабо?..

Но обычно нейросеть это про банальное.

Про маркетинг…

Бренд-бюро Sixth Sense и агрегатор ИИ-решений Cleverbots провели эксперимент, в ходе которого выяснилось, что 50% специалистов сферы маркетинга не могут отличить текст нейросети от работы копирайтера.

В течение недели на канале вышло пять тематических постов с новостями, трендами и инсайтами в маркетинге. Два из них написал искусственный интеллект (GPT-3). Через неделю на канале провели опрос и ровно половина была отдана за неверные варианты текстов, даже с учетом того, что выбрать можно было один или несколько вариантов. ИИ-посты все же вышли в лидеры: их обнаружили, но отрыв оказался совсем небольшим. Так, например, материал нейросети о виртуальной одежде встал в ряды «человеческих» постов с 26% голосов, оторвавшись всего на 1% от текста про подкасты от копирайтера (25%).

…про SЕО-спам и пиар…

Китайское рекламное агентство BlueFocus решило отказаться от внештатных копирайтеров и графических дизайнеров и заменить их нейросетью, сообщает Bloomberg.

«Чтобы охватить новую волну контента, созданного искусственным интеллектом, с текущего дня мы решили прекратить все расходы на сторонних копирайтеров и дизайнеров», — указано в служебной записке. Согласно документу, компания уже обратилась к Alibaba и Baidu с просьбой предоставить лицензии на их технологии искусственного интеллекта (ИИ). На фоне этой новости акции агентства выросли на 19 процентов, однако затем упали на 7,5 процента.

…про курсы, описания товаров, гороскопы, обобщенную психологию, успешный успех в Запретограмме…В общем, уровень вы поняли. Вода, которой и так 99% в сети. Вода, вылезающая по ключевым словам и затаптывающая реальные статьи от авторов-практиков. Вода, которая изначально стоит ноль в любой валюте. А теперь этот мусор 24 на 7 будут плодить нейронки…Прогресс…

Уровень чатджипити это отзывы на Ягодке…

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И посты в Запретограмме.

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Кажется, что про кейсы достаточно. Пора подходить к выводам из моего нытья.

Вывод номер один — чатджипити может конкурировать с авторами уровня «статья на 50 страниц за 100 рублей»

С теми, кто и так пахал за три копейки на биржах, написывая sео-мусор или страдал рутинной работой сидя в агентстве в офисе класса Ц, каждый день публикуя тыщу постов для двадцати клиентов агентства на одну и ту же тему по психологии, крипте, заработке в интернете или ставках на спорт в мусорные Телеграм-каналы. Те же мусорные статьи в поисковиках — только в профиль.

Цитирую Пашу Молянова, екс-основателя агентства контент-маркетинга «Сделаем». Цитата:

«Я тестирую все нейросети, которые появляются на рынке. Например, работал с ChatGPT, Notion AI, Gerwin, GigaChat от «Сбера». Пробую давать им самые разные задачи из области копирайтинга: сократить текст, написать саммари, отрерайтить, написать с нуля пост для соцсетей или целую статью, придумать примеры диалогов к статье, написать заголовки, придумать темы для блога.

Кроме того, я загружаю нейросети и другими задачами. Например, с помощью ChatGPT я писал код, делал саммари созвонов, составлял формулы для Excel. Предлагал нейросети придумать маркетинговую стратегию и делал много что ещё.

Какой результат получается? Разный. Нейросети нормально пишут тексты биржевого уровня. Я провёл эксперимент — брал реальные задания на бирже копирайтинга, давал ТЗ ChatGPT и сдавал получившиеся тексты. Из восьми текстов приняли пять

«Заменят ли нейросети копирайтеров? Прямо сейчас они уже могут заменить копирайтеров, которые бездумно рерайтят тексты из интернета за 40–50 рублей. Нейросети уже пишут лучше них, при этом значительно быстрее и дешевле»

Биржевой уровень...ну...это как тот самый код — когда платят за знаки. Чем больше напечатаешь, тем больше заплатят. Последствия, я думаю, вы прекрасно осознаете.

А вот примеров, когда хорошего редактора или автора взяли и выпнули из-за чатЖПТ или аналога, нет. Но лабуду отдают ИНИ и обзывают заменой человека на робота.

А вот здесь золото, а не цитата.

«Развитие нейросетей совершенно точно повлияет на «текстовую отрасль». Но вовсе не в формате «искусственный интеллект убьёт копирайтеров» — можно не переживать. Не только не убьёт, но даже работы добавит»

Андрей Коновалов, Главный редактор Skillbox.

И это так — падения спроса на специалистов я не заметил, поток вакансий не кончается, каждый день кто-то кого-то ищет. Нужны люди. Если все так хорошо с нейросетями, так хорошо, так хорошо, что спасу нет, что ж людей постоянно ищут?

Вывод номер два — а заменять и не кого

А потому что копирайтеров не ищут.

Нужны SMM-щики, e-mail-маркетологи, даже пиарщики кому-то и зачем-то, UX-редакторы, авторы статей, кейсов, прописыватели презентаций, и редактора всех мастей: выпускающие, шефы, модерирующие, пишущие, не пишущие, смотрящие, слушающие, левитирующие — тысячи видов.

Есть ли среди них копирайтеры? Сомнительноооо...ибо под этим термином обычно подразумеваются авторы статей на биржевых галерах или в агентствах по договору услуг, что за недорого пишут агентствам СЕО-тексты, кейсы на виси и посты в Телеграмм-каналы с марафонами желаний.

«Название «копирайтер» используют повсеместно, но такой профессии нет уже давно. Она разделилась на множество специализаций. SMM, рассылки, лендинги, медийные тексты (включая рекламу и PR), UX-тексты — всё это отдельные направления со своими особенностями и корпусами специфических знаний»

Андрей Коновалов, Главный редактор Skillbox.

И это так. Будем честны, копирайтеров нет уже давно, поэтому и заменять некого. Копирайтерами были мастодонты маркетинга, которые поднимали через газеты и журналы продажи уродливых автомобилей в разы или убеждали, что без кольца с бриллиантом свадьбу не сыграть. Сейчас таких нет, а под копирайтерами подразумевается вообще кто угодно — от сммщика до маркетолога.

А тех, кто пишет статьи на разные темы, я называю просто авторами. Но про разницу между автором с биржи и автором, который пишет по теме, в которой он разбирается, я уже писал. Авторы статей на Хабре себя точно копирайтерами называть не будут.

А почему тогда пишут такие заголовки?

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У меня встречный вопрос — а почему в заголовках пишут «программисты»?

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Почему не бэкенд-разработчики, или фронтенд-разработчики, или Android-разработчики? У нас в IT сплошные «программисты»? Может просто в СМИ про разнообразие разработчиков, ролей и направлений не в курсе?

Вот с «копирайтерами» также, плюс шумиха, хайп, надо просмотры набирать, а разбираться в терминах времени нет, тем более объяснять.

Закрываю тему

Вот вам цитата Александра Крайнова, директора по развитию технологий искусственного интеллекта Яндекса.

«Генеративные нейросети способны писать очень логичный и связный текст. Но у них нет своего мнения, нет цели чего-либо своим текстом добиться. Так что нет. Хороших копирайтеров они не заменят. Но нейросети вполне могут стать инструментом копирайтера.

Также посмотрите видео восьмилетней давности с докладом Александра и вам станет ясно, почему я ввел такой пренебрежительный термин как ИНИ. В видео достаточно интересного про этот самый «интеллект», особенно в начале.

А еще послушайте Владимира Львовича Арлазарова — доктора технических наук, член-корреспондента РАН. Человек стоял у истоков.

Регалии.

Удостоен золотой медали IFIP за победу шахматной программы «Каисса» в 1-ом чемпионате мира среди компьютеров, обладатель премии Совета Министров СССР за разработку и внедрение СУБД ИНЕС, основатель нового научного направления — инструментального подхода к созданию систем математического обеспечения. Имеет медали «За трудовую доблесть», а также дипломы ВДНХ 1-й и 2-й степени. По результатам исследования DATOR TOP 100 с 1994 по 1998 г. и TopProfi с 1995 по 2001, признавался одной из наиболее авторитетных личностей, внесших существенный вклад в развитие российской компьютерной индустрии. Согласно рейтингам газеты Коммерсантъ-Daily, входит в Top-100 ведущих российских менеджеров ИТ-индустрии за 2001-2003 гг. В 1990 г. удостоен премии Совета Министров СССР за цикл работ по системам управления базами данных и их массовое внедрение.

Смотреть с 58-й минуты.

Оставлю здесь понравившуюся мне цитату Владимира Львовича.

«Говорить, что ChatGPT это искусственный интеллект — это смешно. Он никаких творческих задач не решает. Он может с тобой поговорить, может написать текст, кстати, тоже довольно важная задача, потому что всяких бессмысленых текстов человек производит бесконечное количество*. И то, что их можно заменить компьютером, который эти тексты может производить — это прекрасно. Но это всего лишь одна из задач…Основные сферы научной и производственной деятельности, которой занимаются люди, в том числе и творческой, никакому ChatGPT не то что недоступны, но и поставить их толком нельзя».

*прям про меня.

Всё, больше сказать нечего. Тема закрыта. Волшебной палочки нет.


На этом всё. Я предупреждал, что статья сумбурна и отвратна — я вас не обманул. Спасибо, что вот это всё стоически выдержали. Обычно здесь грамотные редакторы пишут какую-то подводку к тому, чтобы вы написали комментарий, но я неграмотный и к тому же устал. Да, ещё проголосуйте, будет ли вам интересна тема следующей статьи.

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 06.07.26 16:33 Jaran Løvlien

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 12.07.26 03:30 Kora Baltacha

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 17:34 Garry42

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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