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Искусственный интеллект без магии: Гигачат, нейросети, профессии и риск «дешёвого апокалипсиса» — интервью с Сергеем

Искусственный интеллект давно перестал быть темой только для исследовательских лабораторий. Он уже пишет код, редактирует изображения, помогает бизнесу, спорит с нами в чатах и постепенно превращается в новый слой интерфейса между человеком и цифровым миром. Но за громкими словами «нейросеть», «сильный ИИ» и «агент» часто теряется главное: что именно мы автоматизируем, где заканчивается маркетинг и почему искусственный интеллект может оказаться не угрозой, а способом не погибнуть от собственных технологий.

Я, Александр, автор телеграм-канала «Shulepov Code», поговорил с Сергеем Марковым — директором по развитию технологий искусственного интеллекта Сбера, автором сайта «markoff.science» — о том, как устроена профессия ИИ-разработчика: от первых шахматных программ до мультимодальных моделей, почему за генеративными нейросетями будущее и как не потерять человеческое лицо в гонке алгоритмов.

Путь в ИИ: от Реверси и шахмат до общего искусственного интеллекта

Александр: Сергей, расскажите, как вы пришли к работе, связанной с искусственным интеллектом.

Сергей: Это была дорога длиною в жизнь. Я из семьи потомственных программистов: мой отец тоже был программистом. Впервые он взял меня с собой на завод «Научприбор», где работал заместителем начальника отдела, и посадил за компьютер. Мне было лет шесть или семь.

Александр: Какой это был год?

Сергей: Примерно 1986, 1987 или 1988 год – сейчас уже трудно установить точно. Сначала я, конечно, играл. Потом отец очень правильно сформулировал мысль: играть интересно, но ещё интереснее самому делать игры. В юности я начал заниматься разработкой игр, параллельно увлекался шахматами и настольными играми. В старшей школе мы с моим товарищем Андреем Федичкиным писали искусственный интеллект для Реверси, стравливали наши программы друг с другом и смотрели, кто победит. В институте я продолжал хобби-проекты, связанные с искусственным интеллектом для игр. У меня была айтишная специальность: я учился в Орловском государственном техническом университете по направлению «Информационные системы в экономике». Уже в институтской программе был отдельный предмет «Искусственный интеллект».

Александр: Уже тогда?

Сергей: Конечно. Сам термин «искусственный интеллект» очень заслуженный: в печатных документах он впервые встречается ещё в 1955 году. Более того, Алан Тьюринг в 1940-е годы использовал термин «машинный интеллект», который по смыслу в данном случае близок. Мечтам людей об автоматизации интеллектуальной деятельности вообще много тысяч лет: если обратиться к мифологии, мы найдём немало сюжетов о создании думающих машин или искусственных существ.

Александр: Что специалисты вообще понимают под искусственным интеллектом?

Сергей: Когда специалисты говорят об искусственном интеллекте, они имеют в виду область науки и технологий, которая занимается автоматизацией решения интеллектуальных задач. Если есть задача, которую человек решает «головой», и мы создаём инструмент, способный помочь её решить или при определённых условиях заменить человека в её решении, – это и есть искусственный интеллект. Границы возможного постоянно сдвигаются. В 1950-е годы все мечтали об искусственном гроссмейстере, который будет играть в шахматы на уровне лучших людей. Сегодня такой системой никого не удивишь.

Александр: Шахматная программа – это искусственный интеллект? Или это просто набор сценариев?

Сергей: Это распространённое заблуждение: будто система, основанная на правилах, не является ИИ. На самом деле является. С помощью систем на правилах было решено множество сложных интеллектуальных задач, в том числе шахматы на сверхчеловеческом уровне – по большому счёту без алгоритмов машинного обучения. Граница между системами на правилах и системами машинного обучения довольно условна. В основе машинного обучения тоже лежат правила и уравнения, по которым оптимизируются параметры системы. В некотором смысле искусственную нейросеть тоже можно представить как набор правил, только эти правила вырабатываются в процессе обучения.

Александр: Но ключевое слово всё-таки «интеллект». В моём понимании интеллект думает, а в шахматной программе будто заранее прописаны сценарии.

Сергей: Шахматные программы не работают по заранее забитым сценариям партии. У них могут быть дебютные библиотеки, но они заканчиваются, и дальше начинается анализ. Классические шахматные программы анализируют возможные альтернативы развития позиции на доске. В 1997 году Гарри Каспаров проиграл Deep Blue, но тогда для победы над чемпионом мира потребовался специальный суперкомпьютер, анализировавший примерно 200 миллионов позиций в секунду.

Александр: Тогда что такое интеллект? Есть правильное определение?

Сергей: Спор об определениях заведомо бессмысленный: определений интеллекта в науке сотни. Именно поэтому при определении искусственного интеллекта удобнее отталкиваться не от «интеллекта», а от «интеллектуальной задачи». Если человек может решить задачу только с применением мозга, это интеллектуальная задача. Они бывают разной сложности, и то, что сегодня кажется примитивным, раньше могло быть технологическим пределом. Есть эффект искусственного интеллекта, его также связывают с Памелой Маккордак: как только задачу удаётся решить технологически, люди перестают считать её интеллектуальной. В 1950-е электронный гроссмейстер считался бы настоящим ИИ. После победы Deep Blue многие стали говорить, что он «просто быстрый».

Александр: Кто закладывает варианты в шахматную программу?

Сергей: Никто не закладывает все варианты. Программа знает правила шахмат и сама генерирует цепочки ходов из анализируемой позиции. Но если бы она перебирала вообще все возможные цепочки, то думала бы над каждым ходом миллиарды лет. Поэтому реальные шахматные программы анализируют подмножество траекторий: одни варианты глубже, другие отбрасываются раньше. В классических системах этим управляли эвристики, в современных большую часть таких правил вырабатывают нейросети, обученные на большом количестве партий.

Александр: Человек – продукт среды?

Сергей: И да, и нет. Наша биология в значительной степени предопределена наследственностью, а затем наследственность взаимодействует со средой. Мы не пластилин, из которого среда может вылепить что угодно. В живой природе есть примеры узкой специализации: пчела с гораздо более простой нервной системой может лучше человека решать задачу маршрута. Долгое время так работали и системы ИИ: за счёт специализации они превосходили человека в отдельных задачах. Сегодня модели вроде Гигачата или ChatGPT уже менее узкие, но до общего искусственного интеллекта, способного решать неопределённо широкий спектр задач, ещё нужно серьёзно доработать.

ИИ – это не «магия мышления», а автоматизация интеллектуальных задач.
Системы на правилах тоже относятся к ИИ; нейросети лишь меняют способ получения этих правил.

Гигачат, генеративные модели и российская гонка за мультимодальностью

Александр: Правда ли, что Гигачат чуть-чуть не успел выйти раньше ChatGPT?

Сергей: И да, и нет. Генеративные трансформерные модели были у многих: у OpenAI, Google, DeepMind, китайских исследовательских компаний, у команды Марка Цукерберга и других. Мы тоже не были исключением: генеративными трансформерами занимались примерно с 2018 года. Специалисты знали о GPT-2, GPT-3 и возможностях трансформеров, но чаще воспринимали их как продолжатели текста или «болталки». Важная смена парадигмы состояла в том, что диалог стал универсальным интерфейсом для интеллектуальных задач. Второй фактор – смелость публичного запуска: крупные корпорации боялись репутационных рисков, а OpenAI тогда рисковала меньше.

Александр: Могли ли вы выпустить раньше?

Сергей: Технически у нас была ruGPT-3.5, и мы вышли через несколько месяцев после старта ChatGPT. Нам потребовалось время, чтобы написать интерфейсы, доделать инструктивный датасет и провести эксперименты. Модель была меньше и проще, чем у OpenAI, но Гигачат сразу вышел с важной особенностью: он умел рисовать. Пользователь мог попросить: «Нарисуй картинку», а под капотом языковая модель формировала запрос к Kandinsky.

Александр: Kandinsky сильно вырос. Сейчас и пальцы уже рисует лучше.

Сергей: Недавно вышла очередная версия Kandinsky, мы активно занимаемся и видеогенерацией. В обработке изображений важный проект – Malvina, встроенная в Гигачат. Это модель, которая позволяет редактировать картинку с помощью инструкций: убрать объект с фотографии, заменить зиму на лето, изменить человека и так далее. Подобные технологии развивают несколько лабораторий в мире, и в ряде тестов нам есть чем гордиться. Но темпы прогресса такие, что через пару месяцев многое устаревает.

Александр: Вы видели Veo 3 от Google? Что скажете?

Сергей: Это серьёзный прогресс в генерации видео. Если вспомнить, что первая нейросеть, способная рисовать картинку по произвольному текстовому запросу, появилась всего несколько лет назад, нынешний уровень выглядит впечатляюще. В видео прогресс ещё быстрее: совсем недавно сгенерированный ролик, где Уилл Смит ест спагетти, выглядел абсурдно, а сегодня уже появляются очень реалистичные результаты.

Александр: Такие достижения вас подстёгивают?

Сергей: Надо сразу делать лучше. Если вы будете делать так же, вы уже отстаёте. Поэтому мы думаем не только о генерации картинок, а о том, что людям на самом деле нужно от генерации. Люди решают задачи создания контента. Им часто нужно не просто получить картинку по тексту, а улучшать результат, опираться на референсы, работать в корпоративном стиле, менять детали, как при взаимодействии с дизайнером. Мы вступаем в эру интерактивного искусственного интеллекта. Одиночной генерации недостаточно: нужен сценарий, в котором человек вместе с системой улучшает контент. Именно поэтому так активно развиваются агентные системы.

Александр: А чем вы сейчас занимаетесь?

Сергей: Многим. Мы совершенствуем уже существующие модели и системы, активно занимаемся мультимодальными моделями, которые работают с изображениями, видео, текстом, звуком. Из последних крупных опубликованных проектов – Malvina и SymFormer X, модель для генерации музыки и пения, аналог Suno и Udio. Ей можно задать текст и стиль – например, хард-рок или новоорлеанский джаз, – и получить музыкальную генерацию.

Александр: Как выглядит ваш рабочий день?

Сергей: По-разному, но обычно в день входит от пяти до десяти созвонов: с руководством, подчинёнными, смежными командами. Команда большая, а технологическая команда Сбера ещё больше. Мы обсуждаем эксперименты, статьи и результаты. Создание нейросетевой модели похоже на строительство дредноута: датасеты, краулеры, очистка данных, разметка, обучение на кластере, бенчмаркинг, статьи, найм и планирование ресурсов.

Александр: Вы давно работаете в Сбере? Какая была первая должность?

Сергей: В Сбере я с 2012 года. Первая должность называлась «главный специалист», но это мало что говорит. Почти с самого начала я работал руководителем небольших групп и всегда был играющим тренером: сам писал код, участвовал в олимпиадах ещё в школе.

Александр: Сейчас пишете код?

Сергей: Да, до сих пор пишу. Не очень много, но иногда нужно быстро показать прототип. Основной инструмент сейчас – Python, потому что он наиболее популярен в машинном обучении. В разные периоды я много писал на C, C++, JavaScript, Java, C#, ассемблере, Basic. Моя шахматная программа Smart Ink написана на C с ассемблерными вставками, это проект примерно на 140 тысяч строк кода.

Александр: GigaChat поможет с кодом?

Сергей: Да. Кроме Гигачата есть специализированная система GigaCode: она встраивается в IDE как плагин и помогает писать код – и в диалоговом режиме, и как умная автоподсказка. Модели дообучены специально на задачи, связанные с кодом.

Александр: Как вы росли внутри Сбера?

Сергей: Я двигался горизонтально и вертикально внутри большой команды. В 2019 году возглавил управление экспериментальных систем машинного обучения во вновь созданном департаменте SberDevices. Сейчас моя должность звучит как директор по развитию технологий искусственного интеллекта. Полная формулировка длиннее: там есть и управляющий директор, и руководство управлением экспериментальных систем машинного обучения.

Александр: Какая сложная или запомнившаяся задача с нейросетями была для вас особенно интересной?

Сергей: Если судить по радости, то первые диалоговые системы. В 2019 году, когда мы занимались диалоговыми системами для «Салюта», доминировал retrieval-подход: большая база заранее заготовленных фраз, из которых система выбирала подходящую. Это считалось более безопасным, потому что в базе нет крамольной фразы – значит, система её не скажет. Но это скучно, разнообразие ответов ограничено. Мы хотели уйти к генеративной модели. Первую экспериментальную сетку делали на основе ruGPT-3. Возникали практические вопросы: если раскатать её на миллион пользователей, где взять столько железа? Если сделать сетку меньше, не будет ли она глупой? Мы начинали с модели на 760 миллионов параметров – тогда это было много. Сейчас 13 миллиардов параметров уже называют мини-моделью. Проект развивался почти полуподпольно: мы сами размечали диалоговый датасет, дообучали модель и подбирали параметры. Она уверенно галлюцинировала – например, рассказывала о «рыбе пупс» в Тихом океане, – но такие ошибки помогали понять, как модель работает.

Александр: До Kandinsky были другие модели?

Сергей: Изначально модель называлась RuDALL-E, первая версия – Malevich. За первую неделю сервисом воспользовались около 12 миллионов человек, GPU не хватало, но сама возможность получить изображение по тексту была новой и вызывала фурор.

Александр: Почему у нейросетей долго была проблема с пальцами?

Сергей: Не только с пальцами, а с любыми счётными предметами. Глаза – их два, а пальцев больше. Чем больше однотипных объектов, тем труднее модели их корректно посчитать. Архитектуры нерекуррентные, количество слоёв фиксировано, сигнал распространяется от входа к выходу и не возвращается назад. У сети в какой-то момент наступает «ой, всё». Сейчас стало лучше: модели стали больше, датасеты чище, режимы обучения сложнее. Но попробуйте попросить любую современную модель нарисовать точное количество однотипных предметов или звезду с заданным числом концов – начиная с некоторого числа она снова начнёт ошибаться.

Главный сдвиг ChatGPT был не только в модели, а в понимании диалога как универсального интерфейса для задач.
Будущее генерации – не разовая картинка по промпту, а интерактивное редактирование, референсы, корпоративные стили и агентные сценарии.

Матрица, симуляция и границы проверяемых гипотез

Александр: В одном из подкастов вы говорили, что мы живём в симуляции. Можете раскрыть эту мысль?

Сергей: Это в значительной степени шутка. Проблема таких концепций в том, что их нельзя ни подтвердить, ни опровергнуть. Это похоже на гипотезу солипсизма: можно заявить, что всё существует только в моей голове, и никакой аргумент не сможет окончательно это опровергнуть. В науке такую гипотезу называют нефальсифицируемой. Аргумент Ника Бострома про множество вложенных виртуальных миров на первый взгляд красив, но в нём есть дыра: внутри вселенной нельзя симулировать вселенную, равномощную исходной. Виртуальная машина не бывает производительнее компьютера, на котором работает. Поэтому мы начинаем считать не однотипные объекты. Для фантастики тема отличная, для науки – слишком плохо проверяемая.

Александр: В фильме «Матрица» есть доля правды?

Сергей: Я не очень люблю «Матрицу», потому что она сильно вторична по отношению к Станиславу Лему – его фантоматике и «Футурологическому конгрессу». Концептуально фильм мало добавил к фантазиям о симуляции. Это боевик с пафосом, хотя посмотреть его, конечно, можно. Идея использования людей как батареек сомнительна. Человеческое тело действительно излучает тепло и генерирует физические поля, но атомный реактор как источник энергии всё-таки лучше.

Александр: У человека есть биополе? Он излучает энергию?

Сергей: Термин «биополе» из области мистики и плохо определён. Физические поля, конечно, есть: мозг генерирует электромагнитное поле, его можно регистрировать. Человек излучает тепловую энергию. Но если говорить о «биополе» как о мистическом понятии, это уже не научный язык.

Александр: А мысли откуда берутся?

Сергей: Из головы. Есть теории о том, что мысли «приходят откуда-то», но с научной точки зрения мы говорим о процессах в мозге.

Гипотеза симуляции интересна как философия и фантастика, но плохо работает как научная теория.
В разговоре об ИИ важно отделять проверяемые утверждения от мистики и красивых метафор.

Нейросети, Гигачат, DeepSeek и вопрос «сделать свой ChatGPT»

Александр: Чем искусственный интеллект отличается от нейросетей?

Сергей: Искусственный интеллект – большая область. Внутри неё есть машинное обучение. Внутри машинного обучения есть разные математические модели, и нейросети – один из классов таких моделей. Не любая система ИИ основана на машинном обучении, и не любое машинное обучение – нейросети. Упрощённо: нейросети – часть машинного обучения, машинное обучение – часть ИИ.

Александр: Где сегодня уже есть искусственный интеллект? Например, Яндекс.Карты – это ИИ?

Сергей: Конечно. ИИ есть в картах, поисковых системах, смартфонах, где нейросеть улучшает фотографию, в голосовых ассистентах, шахматных программах, системах рекомендаций. Часто пользователь даже не знает, какая конкретно модель работает под капотом.

Александр: Что такое Гигачат? Это аналог ChatGPT или что-то другое?

Сергей: Мы не знаем всех деталей устройства ChatGPT, потому что OpenAI, несмотря на название, не так уж open. Но с высокой уверенностью можно сказать: ChatGPT – это генеративная трансформерная модель, предобученная на большом количестве текстов, затем дообученная работать в диалоговом режиме. Гигачат – тоже большая генеративная трансформерная модель, обученная на большом количестве текстов и дообученная общаться с людьми. Различия – в архитектуре конкретной нейронной сети, наборах данных, алгоритмах обучения и миллионах инженерных деталей. Похожесть Гигачата на ChatGPT – примерно как похожесть двух автомобилей разных марок.

Александр: Вы используете ChatGPT?

Сергей: Иногда да, хотя сейчас чаще использую Гигачат. Также смотрю на другие модели: DeepSeek, LLaMA, Qwen, Mistral.

Александр: В чём феномен DeepSeek? Почему о нём говорили как об «убийце ChatGPT»?

Сергей: Достижение DeepSeek действительно большое, но вокруг него было много газетной истерики. Во-первых, это открытая модель с открытыми весами, одна из лучших среди open-source-моделей. Она обходит большинство открытых моделей в бенчмарках, хотя в целом уступает ChatGPT; в отдельных классах задач может быть сильнее. Главное – сократился разрыв между открытыми и проприетарными моделями. Команда DeepSeek проделала сильную инженерную работу и хорошо оптимизировала обучение и инференс. А разговоры о «7 миллионах долларов» – подмена понятий: финальный прогон обучения не равен полной стоимости разработки.

Александр: Чего не хватает Гигачату, чтобы конкурировать на том же уровне?

Сергей: Всего понемногу: вычислительных мощностей, людей, медийного эффекта. DeepSeek выстрелил в том числе из-за нарратива: «китайская технологическая гонка», «Китай догоняет США». Региональное соперничество сейчас сильно влияет на западную прессу. Если бы кто-нибудь в Кремниевой долине написал, что российский Гигачат научился редактировать картинки с попиксельной точностью и писать музыку, об этом, возможно, тоже заговорили бы шире. Маркетинг важен, но технологический gap тоже есть. У нас меньше вычислительных мощностей, чем у западных коллег. С кадрами ситуация тоже сложная: математическая школа сильная, разработчики сильные, но на Западе зарплаты выше, и утечка мозгов существует. Санкции тоже мешают: мы научились их частично преодолевать, но они создают задержки. Это не оправдание – мы ставим амбициозные цели и хотим выбиться в лидеры.

Александр: Для российского рынка Гигачат часто удобнее. Почему DeepSeek так любят, а свой продукт меньше?

Сергей: Есть эффект «нет пророка в отечестве своём». Китайцы тоже любят DeepSeek не так, как его любят у нас или в США. В Китае около двадцати проектов по созданию собственных языковых моделей с нуля. В России таких проектов один-два. Поэтому важно не подсаживаться полностью на чужие технологии: если завтра не выйдет новый Qwen, а своей команды, способной с нуля сделать топовую LLM, нет, это проблема.

Александр: Как сделать аналог Гигачата в компании, если вы не Сбербанк и у вас нет таких ресурсов?

Сергей: Всё зависит от требований к «аналогу». Можно ли сделать аналог iPhone? Можно. Но будет ли случайный Android-телефон аналогом iPhone – вопрос критериев. Чтобы сделать копию Гигачата один в один, нужен большой вычислительный кластер для обучения модели с нуля. В России таких кластеров немного. Кластер – это машинный зал со стойками, вычислительными модулями, GPU, быстрыми каналами связи, питанием и охлаждением. При обучении больших моделей сеть между узлами почти так же важна, как сами вычислители.

Александр: Нужно ли вообще делать свой Гигачат или лучше взять готовую модель?

Сергей: Для многих задач достаточно open-source-модели или готового сервиса. Нулевой шаг – придумать способ оценки: хорошо система решает задачу или плохо. Нужен бенчмарк, набор тестов. После этого попробуйте публичные решения. Если справляются – используйте их. Если нет, начинайте улучшать. Сначала стоит работать с промпт-инженерией, затем – с агентными пайплайнами: сгенерировать варианты, отобрать лучшие, раскритиковать, улучшить. Если и этого мало, можно переходить к дообучению модели.

Александр: А если речь о картинках – например, страховая компания загружает фото ДТП и хочет оценить стоимость ремонта?

Сергей: Я бы начал с прямого теста: хорошо ли готовая VLM справляется с задачей. Скорее всего, напрямую оценивать стоимость она будет плохо. Тогда можно разбить задачу: пусть VLM сначала перечислит видимые повреждения, а затем этот список сопоставляется с прайсом и правилами расчёта. То есть нужно поручить модели то, что она умеет делать хорошо, а вокруг написать программную логику. Если повреждения распознаются плохо, можно дообучать VLM на данных страховой компании: фотографиях, списках повреждений, результатах экспертизы и стоимости ремонта. Для сравнительно небольшой модели это можно делать не на гигантском кластере, а на «дорогом домашнем» железе.

Александр: А в медицине, если по изображению нужно определить диагноз?

Сергей: Нужна специализированная Vision Language Model. Главная проблема медицинского домена – мало открытых медицинских изображений. Они создаются в клиниках и хранятся в медицинских организациях. Чтобы качественно дообучить модель, нужен доступ к таким данным. Можно взять открытую VLM за основу, но без медицинских данных она будет ограничена.

Александр: Что такое машинное обучение?

Сергей: Машинное обучение – зонтичный термин для методов ИИ, где поведение системы не программируется в явном виде, а возникает в результате оптимизационного процесса. Алгоритмов много: для нейросетей одни методы, для опорных векторов другие, для решающих деревьев и случайных лесов третьи. Общее в том, что система на основе примеров или обратной связи от среды формирует полезное поведение.

Александр: Что нужно знать, чтобы работать в машинном обучении? Нужно ли высшее образование?

Сергей: Зависит от роли. В машинном обучении нужны разные люди: кто-то работает с данными, кто-то подбирает архитектуры, кто-то запускает обучение на суперкомпьютере. Математика и программирование важны, но набор навыков зависит от конкретной позиции. Высшее образование – это не только знания, но и сигнал, что человек умеет долго работать с разными задачами. Но диплом не гарантирует качества, а его отсутствие не означает слабый уровень.

Александр: В Сбер можно попасть специалистом по машинному обучению без высшего образования?

Сергей: Можно. В наши проекты приходили стажёры ещё школьниками. Мы внимательно относимся к ребятам из олимпиадной среды. В быстро развивающейся индустрии важны гибкость ума и обучаемость, а молодые люди часто имеют фору.

Александр: С чего начать 15-16-летнему человеку, которому интересно машинное обучение?

Сергей: Есть книги, курсы, каналы, форумы. Моя книга – «Охота на электроовец. Большая книга искусственного интеллекта» – популярная энциклопедия про ИИ без требования специальной подготовки. Но важнее всего делать что-то руками: хобби-проекты и собственные эксперименты учат быстрее, чем тонны чтения.

Александр: Есть ли вопрос на собеседовании, по которому сразу понятно, подходит человек или нет?

Сергей: Серебряной пули нет. Собеседования вообще неидеально отбирают людей. Бывают профессиональные проходильщики собеседований: на интервью звёзды, а в работе проявляются нюансы. Технические вопросы и LeetCode – это скорее санитарный минимум: понять, что человек умеет писать код и не пришёл совсем без подготовки.
Я стараюсь понять, интересно ли человеку. Но интерес нельзя подтвердить одной фразой «мне очень нравится». Он проявляется в том, что человек уже делал: какие проекты, что читал, с чем экспериментировал. Иногда лучше взять менее опытного, но живого и обучаемого человека, чем сильного формально специалиста, которому ничего не интересно. Но всё зависит от задачи.

Александр: Сколько может зарабатывать специалист по машинному обучению?

Сергей: Разброс очень большой: регион, компания, уровень, роль. Стажёрские зарплаты могут быть условно 50-80 тысяч рублей, для стажёра это неплохо. У квалифицированных специалистов доход значительно выше, но часто существенная часть приходит не только в виде зарплаты: бонусы, медицинская страховка, социальные льготы, иногда акции в рамках долгосрочных программ удержания. Конкретные цифры я бы не называл, но для ценного специалиста это солидный уровень дохода.

Свой «аналог ChatGPT» почти никогда не стоит начинать с обучения модели с нуля: сначала нужен бенчмарк и проверка готовых решений.
В ML ценится не только диплом, а интерес, способность учиться и реальные проекты руками.

Мультимодальность, бизнес и ассистенты: где ИИ уже приносит деньги

Александр: Что такое мультимодальность?

Сергей: Термин «модальность» пришёл в машинное обучение из психологии. Изначально речь шла о сенсорной системе: зрительный раздражитель – зрительная модальность, звуковой – аудиальная. В машинном обучении термин стал использоваться шире: текстовая модальность, визуальная, видео, аудио, кодовая. Сегодня под модальностью обычно понимают тип информации. Мультимодальная система умеет работать с несколькими типами информации: текстом, изображениями, звуком, видео. Если нейросеть получает текст и выдаёт картинку, это кросс-модальная система. Если она оперирует текстом, звуком, изображениями и видео одновременно – мультимодальная. Есть ещё термин «омнимодальность»: система может получить на вход любой набор модальностей и сгенерировать любой набор модальностей. Как друг в мессенджере: вы отправляете текст, картинку, видео, голосовое сообщение, а ответ может прийти в любом сочетании.

Александр: Какие нейросети вы используете в жизни?

Сергей: Всех я даже не знаю. Технология часто незаметна: голосовое управление, поиск, обработка фотографий на смартфоне – везде работают нейросети. Из осознанно используемых, конечно, все наши модели: Гигачат, Kandinsky, GigaCode и другие. Также смотрю на модели других команд: DeepSeek, ChatGPT, LLaMA, Qwen, Mistral.

Александр: Как ИИ может приносить пользу бизнесу?

Сергей: Есть два подхода. Первый – заменить человека в существующем процессе. Ограниченный успех возможен, но потенциал невелик. Гораздо интереснее создавать новые продукты, которые раньше были невозможны. Технологии программирования не оставили в мире «одного программиста вместо ста», а создали индустрию на миллионы людей. С ИИ будет так же: деньги чаще там, где появляется новый сервис, а не просто автоматизируется старый отдел.

Александр: Что бизнес обычно спрашивает у вас?

Сергей: Я не занимаюсь консалтингом как отдельной деятельностью. Ко мне иногда приходят люди из бизнесовых блоков Сбера и просят придумать, как применить большие языковые модели. Но моя команда исследовательская: мы скорее исследуем «электричество», чем продаём конкретную лампочку. Как в анекдоте про Фарадея: он не знал, зачем электричество, но был уверен, что когда-нибудь за него будут собирать налоги.

Александр: Что можно делать с нейросетями такого, о чём мало говорят?

Сергей: Можно изучать сами нейросети методами, похожими на нейрофизиологию. Это направление называют механистической интерпретацией. Мы пытаемся понять, как нейросеть решает задачи, какие внутренние механизмы в ней возникают. Такие инсайты позволяют улучшать модели, а иногда и использовать открытые моделью методы для человеческих задач.

Александр: Расскажите про ИИ-ассистентов. Вы с ними работали?

Сергей: Когда наше подразделение было в составе SberDevices, мы участвовали в создании семейства ассистентов «Салют»: первая модель распознавания речи, синтеза речи и другие компоненты делались при нашем участии. Сейчас мы говорим об иммерсивном ИИ – бесшовном взаимодействии, где человек тратит минимум усилий. Первый уровень – система превышает ожидания. Второй – с ней можно взаимодействовать как с человеком. Третий – она становится частью нас самих, как смартфон или одежда.

Александр: Можно подробнее?

Сергей: Смартфон уже стал продолжением тела, как когда-то обувь. Любой интерфейс требует затрат: произнести команду, нажать кнопку, сформулировать мысль. В идеале человек просто думал бы, что ему нужно.

Александр: Это уже считывание мыслей?

Сергей: Нейроинтерфейсы развиваются много лет. Для людей с ограниченными возможностями они уже применяются в клинической практике, хотя пока далеки от идеала. Считывается, например, электромагнитная активность мозга, в которой распознаются паттерны – мысленные команды. В идеале хотелось бы вообразить картинку и перенести её в компьютер, но для этого нужен хороший дизайн интерфейса: подтверждение, фильтры, защита от случайных мыслей. Человек передаёт информацию не только словами: взгляд, выражение лица, жесты, мимика – всё это дополнительный слой. Машине тоже нужно научиться понимать язык тела и контекст.

Александр: Но человек сложнее робота.

Сергей: Человек действительно уникален и многогранен, но не стоит противопоставлять себя собственным технологиям. Технологии искусственного интеллекта – такие же инструменты, как ножи, одежда или транспорт. У нас нет острых клыков и толстой шкуры, поэтому мы создаём инструменты, которые расширяют наши возможности. У биологического разума есть ограничения, а технический прогресс движется быстро. ИИ нужен, чтобы усиливать человеческий интеллект, решать задачи быстрее, качественнее и дешевле, анализировать процессы, которые не подвластны мозгу без инструментов.

Бизнес-эффект ИИ сильнее там, где создаётся новый продукт, а не просто заменяется человек.
Ассистенты будущего – это не «чатик в окне», а бесшовный слой взаимодействия с цифровой средой.

Прогресс, ограничения ИИ и профессии: исчезновение или трансформация

Александр: Технологический прогресс замедлился или ускоряется? Кажется, что в XX веке были самолёты, космос, телевидение, интернет, а сейчас – только картинки.

Сергей: На примере ИИ видно, что прогресс быстрый и скорее ускоряется: от первых слабых генераторов изображений до почти реалистичных систем прошло очень мало времени. Я не вижу застоя. Вопрос лишь в том, чем измерять прогресс: технологически движение очевидно, даже если кто-то ищет прогресс прежде всего в духовности.

Александр: Вы верующий человек?

Сергей: Нет, я атеист в третьем поколении. Поэтому в вопросах духовности я не авторитет.

Александр: Можете назвать современную научную цитату, а не только классиков прошлого?

Сергей: Могу: «Дайте мне побольше людей, ещё 400 GPU, и я вам такое сделаю, что закачаетесь». Это, конечно, шутливый пример, но он хорошо показывает настроение индустрии.

Александр: Есть ли нейросеть, которая вас впечатлила?

Сергей: Такие постоянно появляются. DeepSeek впечатлил. Veo 3 впечатлила. Наша Malvina тоже впечатлила: оказалось, мы можем.

Александр: Какие главные ограничения есть у искусственного интеллекта?

Сергей: Если говорить о непреодолимых барьерах именно для ИИ, я не думаю, что они есть, кроме фундаментальных физических ограничений. Нельзя бесконечно наращивать производительность вычислительных машин: информацию нельзя передавать быстрее скорости света, элемент машины нельзя сделать меньше планковского масштаба, есть энергетические и термодинамические лимиты. Теорема Марголуса – Левитина говорит, что в рамках заданного количества энергии нельзя произвести больше определённого числа вычислений. Есть и алгоритмические ограничения: некоторые задачи требуют перебора огромного дерева альтернатив. Но это не ограничение именно ИИ. Любая физическая система ограничена вычислительными ресурсами. Задач, которые принципиально может решить только человек, я не вижу.

Александр: Какие профессии могут исчезнуть из-за ИИ?

Сергей: Большинство профессий не исчезают, а трансформируются. Врач XIX века и современный врач – одно слово, но совершенно разная работа. То же с большинством профессий. Беспилотное такси может сократить потребность в водителях, но часть людей в нише останется. Профессия «человек-компьютер» исчезла, но люди, занимающиеся вычислениями, никуда не пропали: они работают с помощью компьютеров.

Александр: А программисты, дизайнеры, художники?

Сергей: Не исчезнут. Хороший пример – фотография. Портретисты боялись фотоаппарата, но художников в мире стало больше: выросла производительность, появились новые виды искусства. С программистами будет похожая история.

Александр: Значит, нужно изучать нейросети в своей профессии?

Сергей: Да. Темпы изменения жизни уже такие, что почти никто не может позволить себе один раз выучиться и всю жизнь применять только это. Врач, который не актуализирует знания, быстро «превращается в тыкву». Это относится почти ко всем профессиям.

Александр: Есть ли угроза, что ИИ выйдет из-под контроля, как в «Терминаторе»?

Сергей: Технологические риски есть, в том числе у ИИ. Но не обязательно в форме «система осознала себя и решила уничтожить людей». В конце XX века аппарат лучевой терапии Therac-25 из-за дефектов в программном коде выдал нескольким людям смертельную дозу излучения. Это технология, вышедшая из-под контроля. Если система управляет опасным процессом, нужны резервные контуры, предохранители, тестирование, ограничения. Нельзя взять случайную VLM и поставить её управлять автомобилем. Она куда-нибудь въедет. Я часто говорю: апокалипсис дешевеет. Технологии становятся доступнее, включая ядерные, биотехнологические и другие потенциально опасные направления. Мощность гранаты в руках обезьяны растёт, а интеллект обезьяны – не очень. Поэтому ИИ может быть нашим спасением: он усиливает коллективный интеллект, помогает анализировать риски, разрабатывать лекарства, вакцины и средства защиты. Сценарий «развиваем всё, но запрещаем ИИ» для меня опаснее, чем плохо оттестированная система у красной кнопки.

Александр: Насколько мы близки к сильному искусственному интеллекту?

Сергей: Вопрос сложный, потому что сам термин плохо определён. Я не люблю выражение «сильный ИИ»; предпочитаю «общий искусственный интеллект». Термин AGI был предложен в 1997 году Марком Губрудом, и изначально это был теоретический концепт. Обычно говорят: AGI – система, способная решать любые интеллектуальные задачи, доступные человеку. Но тут сразу вопросы: какому человеку? Среднему или самому сильному специалисту? Что значит «решить» творческую задачу? В рамках какого времени и вычислительного бюджета? Из-за расплывчатости определения каждая лаборатория придумывает свои критерии. Думаю, в ближайшие пять лет кто-нибудь обязательно объявит о создании общего искусственного интеллекта, но нюансов будет много: бенчмарки, ограничения, вычислительный бюджет и сама постановка задачи.

Профессии чаще не исчезают, а меняют содержание: выигрывают те, кто умеет обновлять инструменты.
Главный риск не в «Терминаторе», а в росте мощности технологий при прежней человеческой безответственности.

Если убрать ИИ: поэзия, игры и мечта о мире без болезней

Александр: Если бы не искусственный интеллект и не Сбер, чем бы вы занимались?

Сергей: Кто знает. У меня широкий профиль интересов. Я люблю поэзию Серебряного века – может быть, читал бы стихи со сцены.

Александр: У вас есть хобби?

Сергей: Да, и не одно. Люблю поэзию, люблю декламировать. Иногда играю в шахматы, в компьютерные игры.

Александр: Во что играете?

Сергей: В основном в Heroes III, особенно Horn of the Abyss. Иногда в StarCraft. Когда-то я был чемпионом по первому StarCraft в Орле, своём небольшом городе. Во втором StarCraft доходил до Золотой лиги, но APM уже «дедовский». Ещё могу поиграть в Mahjong, разложить пасьянс, запустить Alpha Centauri, первую Civilization или DOS-игру через DOSBox. Всё старпёрское, guilty pleasure.

Александр: У вас есть мечта?

Сергей: И не одна.

Александр: Поделитесь.

Сергей: Мировой коммунизм, конечно. Если серьёзнее, мечт много: хочется победить болезни, сделать людей счастливыми, добиться бессмертия, чтобы никто не ушёл обиженным. А как без этого жить?

За исследователем ИИ остаётся человек с поэзией, шахматами, старыми играми и очень человеческими мечтами.
Финальная цель технологий в этом разговоре – не заменить человека, а расширить его возможности и сделать жизнь безопаснее.

Глоссарий

AGI / общий искусственный интеллект – система, которая теоретически должна решать широкий круг интеллектуальных задач на уровне человека или выше. Точного общепринятого критерия пока нет.

Бенчмарк – набор тестов, по которому проверяют качество модели: стала ли она лучше, хуже или просто изменилась в одной узкой области.

Большая языковая модель – нейросеть, обученная на огромном количестве текстов и способная продолжать текст, отвечать на вопросы, вести диалог, писать код и решать другие задачи с языком.

VLM / Vision Language Model – модель, которая работает одновременно с изображениями и текстом: например, может описывать картинку, отвечать на вопросы по фото или искать дефекты.

Галлюцинации модели – уверенные, но неверные ответы нейросети. Например, когда модель придумывает несуществующий факт и подаёт его как настоящий.

Генеративная модель – модель, которая создаёт новый контент: текст, изображение, музыку, видео, код или их комбинации.

Датасет – набор данных для обучения или проверки модели: тексты, изображения, звук, видео, разметка, ответы экспертов.

Дообучение – дополнительное обучение уже готовой модели под конкретную задачу, домен или стиль работы.

Иммерсивный искусственный интеллект – ИИ, с которым человек взаимодействует почти незаметно и естественно, как с частью привычной среды.

Инференс – запуск обученной модели для получения ответа: например, когда пользователь задаёт вопрос, а модель генерирует результат.

Кластер – группа связанных серверов с вычислительными устройствами, которые вместе обучают или запускают большие модели.

Машинное обучение – методы ИИ, в которых поведение системы не прописывают вручную, а получают через обучение на примерах или обратной связи.

Механистическая интерпретация – направление, которое пытается понять внутренние механизмы нейросетей: как именно они решают задачи.

Модальность – тип информации, с которым работает система: текст, изображение, звук, видео, код.

Мультимодальная модель – модель, способная работать сразу с несколькими типами информации, например с текстом, изображениями и звуком.

Нейроинтерфейс – технология, которая считывает активность мозга и превращает её в команды для устройства или программы.

Нейросеть – математическая модель, вдохновлённая идеей взаимосвязанных «нейронов». В машинном обучении это один из основных классов моделей.

Омнимодальность – идея системы, которая может принимать любой набор типов данных и выдавать ответ тоже в любом наборе форматов.

Open-source-модель – модель с открытыми весами или кодом, которую можно скачать, изучать, запускать и иногда дообучать у себя.

Пайплайн – последовательность шагов обработки: собрать данные, очистить, разметить, обучить модель, проверить качество, развернуть.

Промпт – запрос к модели. От формулировки промпта часто зависит качество ответа.

Промпт-инженерия – подбор и улучшение запросов к модели, чтобы получать более точные и полезные результаты без изменения самой модели.

Трансформер – архитектура нейросетей, на которой построено большинство современных больших языковых моделей.

Эвристика – практическое правило, которое помогает быстрее искать решение, не перебирая все возможные варианты.

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2 июн. 2026 г.

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24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

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] Call/Text Number: +1 (336) 390-6684
28.06.26 00:37 kimberlyhebertt673

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] Call/Text Number: +1 (336) 390-6684
29.06.26 11:57 Lisadonato0726

For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.07.26 01:22 Lieneke Bonnema

I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
02.07.26 01:26 Clara Morin

I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
02.07.26 01:31 Robin Hale

I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm
04.07.26 15:32 Fraddy Pual

There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
05.07.26 14:44 lydiassmith567

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05.07.26 14:44 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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.07.26 16:20 Olga Ognjanović

Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146
06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.07.26 18:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.07.26 19:06 Toivo Walli

I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
09.07.26 19:10 Misty Alexander

Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted recovery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
09.07.26 19:13 Clara Soto

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12.07.26 03:30 Kora Baltacha

Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].
12.07.26 03:33 Pahal Mathew

It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]
13.07.26 23:49 [email protected]

One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])
15.07.26 11:53 Sarah Green

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15.07.26 11:58 Lily Gagné

I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.
16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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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.
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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

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
25.08.26 13:44 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
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

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
02.09.26 03:43 kimberlyhebertt6877

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
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [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
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

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
11.09.26 03:23 kimberlyhebertt6877

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