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Главное событие в мире AI: создатель ChatGPT рассказал, в какое будущее он нас всех ведет

В этой статье мы расскажем вам про самые важные фичи, внедренные за последние полгода в ChatGPT (самую мощную нейросетку в мире), а также обсудим – каким видением будущего поделился Сэм Альтман на прошедшей 7 ноября конференции от OpenAI. Спойлер: они хотят запилить «агентов Смитов», которые смогут самостоятельно взаимодействовать с миром!

Сэм Альтман здесь be like: «Ну мы, короче, сейчас настрогаем этих агентов и навыпускаем в сеть – а чего дальше будет, так вы в фильме сестер Вачовски посмотрите, не буду вам спойлерить...»
Сэм Альтман здесь be like: «Ну мы, короче, сейчас настрогаем этих агентов и навыпускаем в сеть – а чего дальше будет, так вы в фильме сестер Вачовски посмотрите, не буду вам спойлерить...»

У этой статьи как будто бы два автора, но на самом деле почти весь текст написал Игорь Котенков (автор канала Сиолошная про машинное обучение, космос и технологии). Можно сказать, что Игорь тут отвечал за техническую корректность и экспертизу в искусственном интеллекте, а потом еще Павел Комаровский (автор канала RationalAnswer про рациональный подход к жизни и финансам) навалил поверх странных мемов. Короче, нет времени объяснять, поехали!

С момента выхода нашей прошлой статьи «GPT-4: Чему научилась новая нейросеть, и почему это немного жутковато» произошло много интересного. Были как обновления уже существующих продуктов, так и релизы кардинально новых. Разработчики не успевают клепать новые AI-стартапы, компании наперегонки привлекают миллиарды долларов инвестиций, а люди теряются в новостях и не понимают, что происходит в мире искусственного интеллекта. В общем, мы решили, что пора уже нам запилить обзор ключевых изменений, произошедших за более чем полгода, а также рассказать про самые свежие анонсы с только-только закончившейся конференции OpenAI DevDay 2023. Даже если вы внимательно следили за развитием ChatGPT — уверены, будет познавательно и интересно!

Примечание о ChatGPT/ChatGPT-3.5/GPT-4 во избежание путаницы (читать только педантам и занудам)

В целом, все эти слова означают примерно одно и то же. Но давайте всё же поясним используемую нами терминологию:

  • LLM, Large Language Model — большая языковая модель. Собственно, любая текстовая нейросетка, ярким представителем которой является и ChatGPT.

  • GPT-3.5 — это базовая текстовая модель (LLM) от OpenAI, долгое время существовавшая в виде сервиса для разработчиков. По навыкам похожа на завирусившуюся в декабре 2022-го ChatGPT.

  • ChatGPT, она же ChatGPT-3.5 — первая версия диалогового ИИ-ассистента, основанного на GPT-3.5. Добавлен формат диалога и проведено дообучение конкретно под этот формат.

  • GPT-4 или ChatGPT-4 — продвинутая версия модели от OpenAI. Она больше, тренировали ее дольше, поэтому она умнее и понимает больше языков. Сразу же была добавлена на сайт ChatGPT, поэтому фактически с марта 2023 года ChatGPT может обозначать и GPT-4: слова используются как синонимы. Отдельная версия GPT-4 без Chat-формата никогда не показывалась публике.

  • По большому счету, ChatGPT обозначает диалоговую LLM в общем. Почти во всех контекстах можно воспринимать это как GPT-4, так как смысла говорить о старых и менее способных моделях нет. Так что да, ChatGPT = GPT-4. :)

Если вы раньше вдруг не читали два наших прошлых лонгрида с объяснением простым языком принципов работы технологии текстовых нейросеток — то самое время наверстать это упущение (это поможет вам и в понимании текущей статьи):

План статьи

  1. ChatGPT шагает по планете

  2. Весна 2023: Инструменты и плагины для ChatGPT, или как приделать нейросетке «ручки»

  3. Осень 2023: Текстово-картиночная модель Dall-E 3, или квест по генерации идеального чебурека

  4. Осень 2023: AI-ассистент из мира фантастики

  5. Здесь и сейчас: GPT-4, включаем Turbo-ускорение!

  6. API-доступ ко всем моделям и снижение цены: рождественские подарки для разработчиков

  7. Поддержка в судебных делах по копирайту, или как пользоваться плодами нейронок безопасно

  8. Миссия Microsoft и OpenAI: счастье для всех, и пусть никто не уйдет обиженным (ну или типа того)

  9. GPTs: проблеск AI-агентов следующего поколения

  10. OpenAI — это будущий гигант с экосистемой по типу Apple?

  11. Эпилог: что день грядущий нам готовит

ChatGPT шагает по планете

Для начала скажем пару слов про то, насколько прокачалась ChatGPT с точки зрения популярности и проникновения в широкие массы. (Кстати, опрос среди авторов данной статьи показал, что эту нейросетку регулярно используют уже 50% людей!)

Сэм Альтман (глава OpenAI) на конференции OpenAI DevDay 2023 раскрыл следующую статистику: недельная аудитория (WAU, Weekly Active Users) ChatGPT превышает сто миллионов человек. Интересно, что недельный показатель — не самый частоиспользуемый, обычно говорят про DAU (дневную аудиторию) или MAU (месячную). Мы помним, что в начале 2023-го продуктом уже пользовалось больше 100 млн человек в месяц. Аккуратно предположим, что эта цифра не выросла драматически, и поэтому решено было чуть-чуть изменить способ подачи. Например, согласно подсчетам по интернет-трафику, MAU составляет примерно 180 млн человек, что всё еще очень недурно для годовалого продукта!

Если вы финансист, то вам должно быть интересно следующее: 92% компаний из списка Fortune 500 (крупнейшие компании США по размеру выручки) уже используют продукты OpenAI. Короче, бизнесы вовсю пытаются придумать, как бы эту вашу технологическую сингулярность половчее использовать, чтобы бабосов побольше заработать!

Но, как говорится, есть нюанс: если натренировать нейросетку на базе данных с чатами, в которых программисты общаются по работе – она довольно быстро начинает отвечать на любые запросы в стиле «ох, что-то я выгорела, щас бы свеженький смузи выпить вместо этого вашего кодинга...»
Но, как говорится, есть нюанс: если натренировать нейросетку на базе данных с чатами, в которых программисты общаются по работе – она довольно быстро начинает отвечать на любые запросы в стиле «ох, что-то я выгорела, щас бы свеженький смузи выпить вместо этого вашего кодинга...»

А главное, всё это достигнуто совершенно без какой-либо платной рекламы — только сам продукт, молва о котором передается из уст в уста! (Disclaimer: этот материал не был проплачен OpenAI).

Ок, а теперь — давайте кратко пройдемся по ключевым вехам развития детища OpenAI, которые мы наблюдали с момента релиза флагманской модели GPT-4 в марте 2023-го.

Весна 2023: Инструменты и плагины для ChatGPT, или как приделать нейросетке «ручки»

Многие пользователи уже давно и справедливо критиковали «маломощные» способности языковых моделей, так как те не имеют доступа в интернет – а значит, не могут находить и использовать свежую информацию для формирования ответов на запросы. Все знания, что в них заложены, диктуются тренировочной выборкой, которую видела модель. Более того, в своем первозданном виде LLM довольно плохи в математике, и осуществляют лишь приблизительные вычисления (хоть иногда они и могут оказываться точными).

OpenAI, понимая эту проблему, адаптировали концепцию «инструментов». Как человек пользуется калькулятором для сложных вычислений вместо прикидки в голове, так и ChatGPT может обратиться к внешнему сервису с целью сделать одно конкретное действие — даже если оно сильно сложнее сложения двух да двух. Почти сразу после выхода модели GPT-4 появились «плагины», основными из которых стали доступ в поисковик Bing (эх, не пошутить про то, что модель «гуглит»!) и интерпретатор кода. Первый помогает актуализировать знания по разным темам, передавая в GPT результаты работы поисковика по конкретному текстовому запросу (который модель же и формирует), а второй — определяет, когда модель хочет запустить Python-программу, выполняет все действия и показывает результат.

Пример использования поисковика моделью. Пятая новость вообще появилась в день написания статьи — так что материал свежачок!
Пример использования поисковика моделью. Пятая новость вообще появилась в день написания статьи — так что материал свежачок!

У самых любознательных читателей может возникнуть вопрос: а как это вообще работает? Как «подключить» реальный мир к языковой модели, которая не умеет делать ничего, кроме как читать и писать текст? Для того, чтобы ответить на этот вопрос, необходимо вспомнить два факта, которые мы разбирали в первой статье «Как работает ChatGPT»:

  1. Современные языковые модели были обучены следовать инструкциям.

  2. Современные языковые модели хорошо понимают концепцию программирования и сносно пишут код. (Ну конечно, они же весь интернет прочитали! Столько жарких споров на форумах разработчиков, ну и документация тоже помогла, конечно.)

Исходя из этого, намечается следующая идея: а давайте напишем инструкцию, которая покажет модели, в каком формате она может обращаться к тому же калькулятору с помощью кода? А внешняя программа будет просто «читать» вывод модели по словам и выполнять соответствующие действия.

Пример: мы написали ChatGPT, какой формат ответа мы от нее ожидаем. Единственный для нее способ удовлетворить пользователя — это следовать нашей инструкции, и делать ровно то, что мы ее попросили (даже несмотря на то, что мы задали странный порядок, когда знак операции ставится в конце)
Пример: мы написали ChatGPT, какой формат ответа мы от нее ожидаем. Единственный для нее способ удовлетворить пользователя — это следовать нашей инструкции, и делать ровно то, что мы ее попросили (даже несмотря на то, что мы задали странный порядок, когда знак операции ставится в конце)

Звучит максимально просто, но это работает даже для сложных плагинов! Может не вериться, но именно по такой логике подключается браузер (когда текст с экрана переводится в обычный текст, и модель выбирает, куда нужно «кликнуть»). А во всех деталях про обучение модели веб-сёрфингу можно прочитать в статье Игоря «ChatGPT как инструмент для поиска».

И еще один из самых полезных и популярных инструментов, доступных модели — это математический движок Wolfram Alpha, с которым знаком каждый студент-технарь (гуманитарии, вы пока сидите спокойно). Любые сложные вычисления теперь не помеха и для LLM!

Исследования показывают, что GPT-4 может даже справиться с управлением автоматизированной химической лабораторией и осуществлять синтез веществ разной полезности, но это уже другая история.

GPT-4 была подключена к системе управления пробирками (изображено слева сверху). Ей давались простые задачи, описываемые естественным языком, на построение определённых фигур из реагентов. Модель успешно прошла тесты. Отдельно и без физической симуляции проводились тесты с пониманием модели процесса синтеза — и она успешно описывала необходимые реакции. В теории, оба компонента объединяются без проблем.
GPT-4 была подключена к системе управления пробирками (изображено слева сверху). Ей давались простые задачи, описываемые естественным языком, на построение определённых фигур из реагентов. Модель успешно прошла тесты. Отдельно и без физической симуляции проводились тесты с пониманием модели процесса синтеза — и она успешно описывала необходимые реакции. В теории, оба компонента объединяются без проблем.

Единственная проблема с инструментами (плагинами) — модель может потеряться, если их слишком много. Не всегда ясно, в какой последовательности к ним нужно обращаться, и какой конкретно выбрать. Навык модели скорее близок к «неплохо» нежели к «отлично». Поэтому сейчас их выделили в разные чаты: в одном можно сёрфить по интернету, в другом программировать, а в третьем — писать курсовую вместе с Wolfram (преподу только не рассказывайте, чем вы занимаетесь). Но со временем модель прокачалась, и теперь можно делать всё и сразу, без компромиссов!

Осень 2023: Текстово-картиночная модель Dall-E 3, или квест по генерации идеального чебурека

Отдельным продуктом, который был представлен OpenAI совсем недавно, в конце сентября, является генеративная нейросеть Dall-E 3. Она, как и ее предшественники первого-второго поколения, генерирует изображения по входному запросу. Но большинство подобных нейронок имеет жесткое ограничение: чем длиннее промпт (входной текстовый запрос) и чем больше в нем деталей, тем меньше изображение будет соответствовать описанию. Поэтому зачастую промпты состоят всего из 1-2 предложений (иногда даже из пары слов), и большая часть деталей остается на откуп модели: уж как она представит себе объект, так и будет. Для художников/дизайнеров инструмент хоть и может быть полезным, но не в полной мере — ибо сложно добиться чего-либо, полностью соответствующего авторскому видению и задуманной композиции.

Например, вот картина Théâtre D'opéra Spatial, победившая в конкурсе штата Колорадо в 2022 году. Работа обошла другие, созданные живыми людьми, но на ее создание потребовалось более 600 запросов к модели MidJourney!
Например, вот картина Théâtre D'opéra Spatial, победившая в конкурсе штата Колорадо в 2022 году. Работа обошла другие, созданные живыми людьми, но на ее создание потребовалось более 600 запросов к модели MidJourney!

OpenAI здесь сделали огромный шаг вперед: теперь Dall-E 3 понимает гигантские промпты, и создает изображения, которые точно соответствуют заданному тексту. Давайте посмотрим на пример с лендинга продукта:

7664b88d53b7259cfb2ada4454341786.png

Конечно, для рекламы на официальном сайте выбирается самый лучший пример, и такие складные генерации всё-таки получаются не каждый раз. Но по первым субъективным тестам и отзывам в сети внимание свежей нейросетки к деталям всё равно поражает.

Причина, по которой Dall-E 3 попала на эту страницу — ведь она, на первый взгляд, никак не связана с ChatGPT и большими языковыми моделями — заключается в принципе ее работы. Dall-E 3 с первых дней создавался на основе ChatGPT, ведь именна эта LLM генерирует козырные подробные промпты для модели (на базе ваших «колхозно сформулированных» запросов). Просто коротко укажите ChatGPT, что вы хотите видеть, пусть даже в двух словах. Она перепишет промпт, обогатит его деталями, и только после этого передаст в Dall-E 3. И интегрируется это точно также, как и описанная выше идея «плагинов»!

AI буквально берет на себя часть работы по промпт-инженирингу, заменяя ленивого человека и вместе с тем предлагая новые идеи для изображения. Вы пишете «чебурек», а получаете (заранее просим прощения у всех, кто сейчас голоден!)...

Сгенерированный промпт: «A freshly made cheburek on a wooden cutting board, half-cut to reveal the juicy meat filling inside. The dough is golden-brown and crispy, with steam rising from the filling. The background is a rustic kitchen setting with a flour-dusted surface and a rolling pin. The cheburek is surrounded by fresh herbs like dill and parsley, with a wedge of lemon on the side.». И практически все детали соблюдены в точности!
Сгенерированный промпт: «A freshly made cheburek on a wooden cutting board, half-cut to reveal the juicy meat filling inside. The dough is golden-brown and crispy, with steam rising from the filling. The background is a rustic kitchen setting with a flour-dusted surface and a rolling pin. The cheburek is surrounded by fresh herbs like dill and parsley, with a wedge of lemon on the side.». И практически все детали соблюдены в точности!

Интереснее, как эту модель тренировали. У нас нет всех деталей обучения, OpenAI поделились самыми важными отличиями. Насколько нам известно, это первый раз, когда модель такого масштаба обучается на синтетических данных, а не на произведенных человеком. Вы не ослышались — 95% набора пар «картинка <-> текст» (именно на них и тренируется модель) были порождены GPT-4-Vision, анонсированной еще весной. Модель смотрела на изображения из интернета и писала несколько длинных описаний, и эту процедуру повторили несколько миллиардов раз. Вот так вот модели начали помогать обучать другие модели, и никаких остановок на пути к сингулярности уже не будет!

Осень 2023: AI-ассистент из мира фантастики

Помните такого ассистента Siri? Сразу после его появления, кажется, возникло ощущение, что еще чуть-чуть — и мы окажемся в мире этих супер-умных и крутых робо-помощников, понимающих нас с полуслова и умеющих делать тысячу вещей. Но за более чем десятилетнюю историю развития продукта от Apple, как будто бы никаких поражающих воображение обновлений и не вышло. Siri-бот (или «ботиня», как там сейчас правильно?) всё так же тупит, путает звонок «моей маме» и «моей бабе»...

Тем временем, в сентябре вышло обновление мобильного приложения для ChatGPT, позволяющее ему видеть, слышать и говорить. Теперь самая мощная нейросеть современности имеет удобные интерфейсы коммуникации с вами. А самое главное — понимает десятки языков и умеет на них отвечать, а также способна гуглить (пардон, «бингить») под капотом.

Ниже можно посмотреть пример, как парень из Твиттера (ой, простите, X) пытается учить русский язык — обратите внимание, что приложение отвечает ему на разных языках, не меняя голос. В целом, выглядит прямо очень круто, Джарвис из «Железного человека» уже явно бессильно грызет свою шляпу от зависти!

Пример с картинкой: можно обвести конкретное место на фото и спросить ChatGPT «что это за вундервафля?!»
Пример с картинкой: можно обвести конкретное место на фото и спросить ChatGPT «что это за вундервафля?!»

На основе этой же технологии функционирует и работа с изображениями. Можно загрузить несколько фото (и даже документов), выделить интересную часть и расспросить ChatGPT о ней. Как починить велосипед? Какой ключ из набора взять (чтобы не огрести от бати)? Некоторые даже спрашивали дорогу до ближайшего магазина по фотографии! Нет, не то чтобы ChatGPT знает каждую улочку, просто понимая урбанистику и глядя на указатели, смогла подсказать, как добраться. На этой же идее основан и продукт компании Be My Eyes — он помогает слепым или слабовидящим выполнять задачи, связанные со зрениием, будь то поиск ключей или что-то поважнее. Раньше там работали волонтеры, а теперь их заменяет GPT. Уже в ближайшем будущем для кого-то без возможности видеть технология может стать буквально глазами в наш мир.

Здесь и сейчас: GPT-4, включаем Turbo-ускорение!

Ну что ж, вот мы, кажется, и добрались до сегодняшнего дня. 7 ноября произошло событие, благодаря которому мы и сели писать этот материал — конференция OpenAI DevDay 2023, где было представлено более десятка мелких и крупных обновлений почти к каждому продукту компании. Как мы видели ранее, за последние полгода GPT-4 и так серьезно прокачалась, обросла вспомогательными инструментами и интерфейсами. Некоторые компании уже начали применять ее в бизнесе и даже строить отдельные продукты исключительно на этой технологии. При этом, у нее остается много ограничений, и разработчики гадали — что же конкретно нам покажут на долгожданном DevDay?

OpenAI начали с козырей: GPT-4-Turbo. Было заявлено 7 улучшений, но многие из них носят технический характер (конференция ведь для разработчиков, всё-таки), поэтому мы сфокусируемся только на самом главном и интересном.

Если вы пользовались ChatGPT целый год, то заметили, что на вопросы, касающиеся событий после сентября 2021 года, модель не отвечает (или вовсе галлюцинирует). Если вам хотелось обработать подобного рода информацию, то на помощь приходил режим работы с поисковиком Bing. Альтернативно, можно было вручную загрузить документ, чтобы модель его «прочитала» и дала соответствующие этому тексту ответы.

На конференции было анонсировано, что актуальность знаний подтянули аж до апреля 2023-го, и впредь не планируют оставлять «в памяти» модели таких больших временных разрывов. Это означает, что примерно каждые 1-3 месяца знания нейросетки будут «подтягивать» до более свежего момента. Главное только, чтобы ничего из прошлого при этом не забылось!

Ходят слухи, что когда бедную модель заставили «учить» новости за 2022 год — из серверной OpenAI были слышны страшные крики...
Ходят слухи, что когда бедную модель заставили «учить» новости за 2022 год — из серверной OpenAI были слышны страшные крики...

В дополнение к этому, в модели прокачали возможность загрузки файлов — теперь можно заливать до нескольких гигабайт своих файлов на веб-сайт OpenAI, и модель при генерации ответа будет сначала искать релевантную страницу, и уже потом отвечать. Это не означает, что проблема решена полностью и для всех типов вопросов, но точно улучшит качество ответов в интересном вам домене знаний.

Кроме того, существенно прокачали и длину контекста модели — до 128 тысяч токенов, или больше 300 страниц текста. Теперь можно будет вести с ChatGPT последовательный диалог в течение пары недель и быть уверенным, что модель не забудет детали, обговоренные в прошлый понедельник. Отметим, что пока что это самый большой контекст, доступный на рынке от приватных компаний — до этого лидировали Anthropic с моделью Claude 2 и контекстом в 100 тысяч токенов. А вот среди открытых (но и, вместе с тем, более глупых) GPT буквально вчера появились «гиганты» с окном в 200 тысяч токенов.

График сравнения разных моделей до того, как на танцпол ворвалась GPT-4-Turbo.
График сравнения разных моделей до того, как на танцпол ворвалась GPT-4-Turbo.

У читателя может возникнуть закономерный вопрос: а зачем это вообще надо, в чем польза таких длинных чатов? Можно пофантазировать о нескольких сценариях:

  1. В промпт модели-ассистента в разработке можно положить не один файл или кусок кода, а сразу весь проект или значимую его часть. В этом случае AI будет лучше ориентироваться, понимать, какие подсказки стоит дать, какие баги могут появиться, и так далее. Схожую логику можно применить и к модели-юристу, читающей, например, всё налоговое законодательство за один присест.

  2. Написание огромной инструкции длиной в книгу, с описанием всех тонкостей выполняемой задачи. Очень часто модель не учитывает какую-то особенность, понимаемую человеком, а в промпте не хватает места для нюансов. Но теперь будет влезать!

  3. Один из самых популярных и рабочих способов улучшения качества ответов модели является few-shot prompting: это когда перед постановкой задачи нейронке показывают пару десятков примеров, что нужно делать. Понятно, что такой набор не может покрыть каждый блок логики, но вот если его расширить до тысяч примеров, то ситуация может измениться в корне.

    Вот так выглядит few-shot: в промпте есть 3 примера определения сентимента отзыва (2 позитивных и один негативный). ChatGPT в данном случае предсказывает неправильный ответ для 4-го отзыва — возможно, здесь как раз не помешало бы загрузить в промпт не три, а три тысячи примеров!
    Вот так выглядит few-shot: в промпте есть 3 примера определения сентимента отзыва (2 позитивных и один негативный). ChatGPT в данном случае предсказывает неправильный ответ для 4-го отзыва — возможно, здесь как раз не помешало бы загрузить в промпт не три, а три тысячи примеров!

Итого, основная цель подобных изменений — это улучшение общего качества ответов ChatGPT с помошью более детального описания задачи, будь то примеры, инструкции или подробный контекст работы. Сделаем аккуратное предположение, что те, кто заявлял о неминуемой смерти промпт-инжениринга до того, как появились модели с длинным контекстом, скорее всего просто обладали слабым воображением. Мы по сути еще и не начали писать (и автоматически генерировать) промпты на полную!

Кстати, Сэм Альтман подчеркнул, что модель умнее, чем обычная GPT-4. Она уже доступна в официальном UI на chat.openai.com, пробуйте и делитесь своими впечатлениями — стало лучше или хуже?

API-доступ ко всем моделям и снижение цены: рождественские подарки для разработчиков

Как с большой силой приходит большая ответственность, так и с большим промптом приходит большой счет за использование GPT. Платить за использование API (интерфейса доступа к GPT, к которому обращаются разработчики) нужно тем больше, чем длиннее промпт и генерируемый текст — вполне логично, ведь это напрямую влияет на количество вычислений, необходимых для работы нейросети.

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Поэтому больше всего оваций на конференции сорвал анонс снижения цен на Turbo-модель. Использование такой модели дешевле в 3 раза на текст из промпта, и в 2 раза на генерируемые токены (их обычно меньше). Почему важно такое разделение? Как было указано выше, иногда в промпт хочется запихать ну уж очень много деталей и примеров. Теперь в ту же цену влезет в 3 раза больше, да еще и работать должно лучше — либо можно просто сэкономить на стоимости использования. Как ни посмотри, одни плюсы!

Кроме этого, разработчики получили доступ к API для всех упомянутых моделей: и для работы с изображениями (GPT-4-Vision), и для генерации картинок в Dall-E 3, и для генерации голоса по тексту (а перевод голоса в текст уже был доступен раньше, его просто прокачали новой моделью). API — это способ простому смертному обратиться к закрытым моделям, работающим на каком-то сервере, и получить результат. То есть теперь каждый разработчик может интегрировать эти технологии в свое приложение по частям.

Вот пример, как GPT-4-Vision помогает провести домашнюю инвентаризацию, определив предметы из IKEA. Правда, в одном она ошиблась — внимательным читателям предлагается найти неточность! Полную историю можно прочитать здесь.
Вот пример, как GPT-4-Vision помогает провести домашнюю инвентаризацию, определив предметы из IKEA. Правда, в одном она ошиблась — внимательным читателям предлагается найти неточность! Полную историю можно прочитать здесь.

Народные умельцы уже в первые сутки забабахали несколько интересных прототипов. Например, AI-комментатор футбола! Из видеозаписи берется по 2 кадра каждую секунду, сотни извлеченных кадров подаются в GPT-4 — а та, в свою очередь, пишет речь от лица комментатора. Затем это озвучивается одним из шести представленных OpenAI голосов, и вот результат:

Получилось не так эмоционально, как у испанского комментатора, но это всего лишь 2023 год, дайте AI маленькую скидку и немного времени! Тем более что работники индустрии озвучки уже жалуются на то, что у них отбирают работу.

Еще один пример AI-комментатора

Идея лежит настолько на поверхности, что почти одновременно появился и второй жестяной комментатор — на этот раз, для популярной онлайн-игры League of Legends. Качество сгенерированной речи выше, а комментарии уместны и относятся к стратегии в игре.

И еще несколько примеров остроумных поделок: приложение для оценки правильности поз в йоге, вопрос-ответ по окну браузера (или любого другого приложения), чат с видео на ютубе или даже с вашей веб-камерой, создание и анимация GIF'ки (попробовать самому тут), и любимое: критика веб-сайта по его оформлению (при создании этого бота, надеемся, ни один Тёма Лебедев не пострадал). Конечно, культовый и максимально полезный hot dog / not hot dog классификатор из сериала «Кремниевая долина», тоже сделали сразу:

Да, это не что-то, что поражает воображение, и подобные приложения на телефонах уже давно были. Однако тут важно, что это всё смесь из двух-трех разных моделей, подключаемых в одну строчку кода. Теперь эти инструменты доступны каждому, они работают над широчайшим кругом задач (зачастую даже лучше, чем специализированные системы, заточенные решать одну конкретную задачу — например, находить кошек и собак на видео), а прототип можно накидать за час. При этом технология становится всё более доступной.

В Твиттере даже завирусился мем, высмеивающий стартапы, которые являлись тонкими прокладками с минимальной добавочной ценностью относительно продуктов OpenAI.

Картинка сделана в Фотошопе, но это всё равно lol — тут не поспоришь
Картинка сделана в Фотошопе, но это всё равно lol — тут не поспоришь

Например, сайты по типу ChatWithPDF / AskPDF позволяли загрузить файл (даже большой, в 100 страниц), а потом задавать вопросы по документу, при этом ответ формировался на основе предоставленного источника. Лень читать 50-страничный отчет по работе? Изучите его за 3 минуты! Правда, технология была уж очень простой — при желании можно накидать такую же функциональность за вечер. OpenAI почесали голову и сказали: давайте каждому пользователю предоставим возможность чатиться с документами? Бабах, и маленький наколеночный стартап испаряется, как будто по щелчку пальцев. Однако, настоящим стартапам, развивающим доменную экспретизу и предоставляющим большую ценность и без вспомогательной технологии такая судьба не грозит... ну, пока по крайней мере, lol.

Поддержка в судебных делах по копирайту, или как пользоваться плодами нейронок безопасно

Мы живем в такое время, что иногда сложно отделить настоящее искусство от пустышки. Хотя дебаты по этому поводу идут уж точно не меньше века (как минимум, с появления «Черного квадрата» Малевича), сейчас, в эпоху AI, они особенно остры. Пока в крупнейших юрисдикциях идут споры по поводу легальности текстовых данных и изображений из интернета для тренировки нейросетей, большие компании видят риски в их использовании. Вдруг завтра прилетит судебная повестка из-за нарушения копирайта? А вдруг сгенерированная картинка для обложки журнала или постер для фильма на самом деле неоригинальны?

Понимая и разделяя переживания бизнесов, ключевые поставщики технологии спешат навстречу. Так, например, если третья сторона подаст в суд на коммерческого клиента Github Copilot (грубо говоря, это ChatGPT для программистов) за нарушение авторских прав из-за использовании продукта или результатов его работы, то Microsoft будет защищать клиента в суде, а также при необходимости выплатит сумму штрафов или неустоек. Схожие анонсы сделали: Adobe — при использовании генеративных функций фотошопа (модель Firefly), Google — почти для всех своих продуктов, IBM, и другие.

В общем, сейчас, если кто-то вам предъявляет за неуместное копирование чужих идей — смело отвечайте «Гугл мне вот это всё разрешил!»
В общем, сейчас, если кто-то вам предъявляет за неуместное копирование чужих идей — смело отвечайте «Гугл мне вот это всё разрешил!»

И вот на конференции DevDay было объявлено, что OpenAI тоже вступает в эту игру, запустив программу Copyright Shield. Распространяется она, увы, не на всех пользователей, а только на Enterprise и разработчиков. Другими словами, если вы на официальном сайте что-то сгенерировали, то под защиту оно не попадет (если ваша компания не оформила партнерство с OpenAI отдельным договором).

Интересно, что буквально за пару недель до анонса произошло следующее: трое художников подали иск против технологических компаний (Midjourney, Stability AI и DeviantArt) по обвинению в нарушении авторских прав. В свою очередь, эти компании подали ходатайство о прекращении дела. Судья Окружного суда США удовлетворил это ходатайство. Основная причина такого решения заключается в том, что художники не зарегистрировали авторские права на каждую из своих работ. Однако суд также выдал рекомендации по корректировке претензий. Что будет дальше — узнаем в следующих сериях!

Кстати, если вы переживаете за свои данные, то вот еще новость: Сэм Альтман заверил, что OpenAI не тренирует модели на данных пользователей. Это верно по умолчанию для бизнесов и разработчиков, работающих по API, а вот обычным пользователям необходимо убрать специальный флажок в настройках на сайте ChatGPT.

Миссия Microsoft и OpenAI: счастье для всех, и пусть никто не уйдет обиженным (ну или типа того)

Перед самой главной частью презентации на сцену вышел Сатья Наделла, СЕО Microsoft. На пару с Сэмом Альтманом они обсудили партнерство двух компаний, а также общее видение. Официальная миссия Microsoft звучит так: «to empower every person and every organization on the planet to achieve more» (дать возможность каждому человеку и каждой организации на планете достичь большего).

И разработка инструментов, увеличивающих эффективность выполнения работы и расширяющих возможности, точно согласуется с этой миссией. Умные AI-ассистенты на основе ChatGPT уже сегодня справляются с этим, если верить исследованиям (от MIT, от Harvard University). Что же будет дальше, каков план OpenAI? Глобально их видение — это создание AGI (Artificial General Intelligence, универсальный искусственный интеллект), который приносит пользу всему человечеству. Не смейтесь, не пугайтесь, сейчас всё объясним. У AGI много определений, поэтому важно правильно выстроить ожидания. Определение, которое используют OpenAI, можно сформулировать примерно так: AGI — это высокоавтономные системы, которые превосходят людей в большинстве экономически ценных работ. Уже не так страшно, да? Никаких терминаторов (вроде бы...).

Сатья и Сэм смотрят на тебя как на кожаного мешка, чью жизнь они вот-вот неимоверно улучшат своими высокоавтономными сверхумными ИИ
Сатья и Сэм смотрят на тебя как на кожаного мешка, чью жизнь они вот-вот неимоверно улучшат своими высокоавтономными сверхумными ИИ

В этом определении несколько ключевых составляющих. Первая — это автономность систем. Они должны функционировать с минимальным вовлечением человека, получая верхнеуровнево сформулированную задачу. Работает по схеме «дал задачу и забыл». Вторая — фокус на экономическую составляющую, на увеличение эффективности интеллектуального труда.

Конечная цель — сделать так, чтобы можно было просто сказать компьютеру, какой итоговый результат ты хочешь получить, а он сам придумает и реализует все необходимые подзадачи для достижения этой цели. Системы такого рода с указанным уровнем возможностей в области AI часто называют «агентами». Сам факт появления подобной технологии, и уж тем более ее внедрение, потребуют большого количества вдумчивых обсуждений всем обществом — что делать людям, которые потеряют работу? Как изменится политика? Какие права будут у AI-«работников»? Но пока это чуть более отдаленное и туманное будущее, а мы находимся здесь и сейчас. И OpenAI в рамках конференции рассказали про первый маленький шажок по направлению к этому будущему: GPTs.

GPTs: проблеск AI-агентов следующего поколения

GPTs — это адаптированные под конкретные цели версии ChatGPT. Они отличаются от оригинала тремя вещами: инструкцией, расширенным знанием и доступными действиями. Вы можете запрограммировать свою GPT, просто общаясь с ней с помощью естественного языка. Это позволяет существенно снизить планку входа, ведь не нужно будет возиться с обучением модели, интеграцией внешних инструментов и так далее — всё это уже готово к использованию. Пойдем по порядку.

Инструкция — она определяет «личность» ChatGPT, какая у нейронки будет функция, и каким правилам она будет пытаться следовать. Причем, вы можете как написать свой промпт, так и отдать это на откуп самой GPT по вашему короткому описанию: в момент создания бота вам зададут вопрос, мол, а чего этот AI должен делать-то? Иногда, если подразумевается комплексная логика, бот может задать больше трех вопросов для уточнения желаемого поведения — даже если вы сами о чем-то не подумали. И каждый раз вопросы будут уникальными для вашей мини-версии GPT.

Создание нового бота-агента в прямом эфире: посмотрите, какую саркастическую лыбу давит Альтман, что же он задумал?
Создание нового бота-агента в прямом эфире: посмотрите, какую саркастическую лыбу давит Альтман, что же он задумал?

Сэм, в прошлом президент престижного акселератора YCombinator, давший десятки лекций на тему бизнеса, часто получает вопросы от основателей стартапов. Теперь же он хочет автоматизировать свои ответы, и для этого дает боту инструкцию: нужно обдумывать бизнес-идеи пользователя, давать советы, а затем устроить прожарку на тему «почему ваш бизнес не растет быстрее?». Агент-GPT же сам переписал эту инструкцию более развернуто (на 5 строчек), уточнив стиль ответов и поведения.

Дальше в игру вступает блок «расширенных знаний» модели. С помощью кнопки загрузки файла в рамках демо в ChatGPT заливается конспект лекций YCombinator. Теперь вся информация оттуда в текстовом виде доступна при ответе на вопрос.

При ответе на вопрос модель теперь может подсмотреть в конспект лекций, и дать ответ согласно материалу. Ну чисто студент с заныканной шпорой!
При ответе на вопрос модель теперь может подсмотреть в конспект лекций, и дать ответ согласно материалу. Ну чисто студент с заныканной шпорой!

Таким образом, всего за 4 минуты разрешилась крупная головная боль Альтмана — теперь он может просто поделиться ссылкой на этого бота со всеми стартаперами, и они не будут мучить его одинаковыми вопросами (есть, правда, подозрение, что все эти ребята хотели бы получить ответы именно от самого Сэма, а не от нейронки...). Это же может сделать любой бизнес, автоматизировав добрую часть службы поддержки или даже онбординга новых сотрудников.

Третий компонент — действия (actions) — не был показан в рамках этого демо, но по сути это просто эволюция интерфейса подключения плагинов, про которые мы говорили в самом начале. Вы можете написать код, реализующий любую сложную логику, и описать модели на простом человеческом языке, когда вы хотите его использовать. А она, в свою очередь, уже сама будет принимать решения. Это было показано в рамках чатбота-ассистента по путешествиям. Ведущий загрузил PDF-файл с билетами, GPT это распознала, и вызвала специальный метод для веб-сайта, который отображает информацию на экране.

Бежевый блок над картой появился только после загрузки файла. Все значения в нем ChatGPT вычитала из PDF-файла сама, и затем отправила на сервер.
Бежевый блок над картой появился только после загрузки файла. Все значения в нем ChatGPT вычитала из PDF-файла сама, и затем отправила на сервер.

Человеческому разработчику, возможно, пришлось бы придумывать какие-то костыли для ответа на вопрос «нууу а как я пойму что это билеты, а не, например, бронь отеля?». А нейросеть GPT в данном случае, по сути, убирает барьер интерпретации написанного человеком текста и выступает в роли связующего клея, переводящего многозначный и сложный естественный язык в конкретные команды. А уж написание этих самых команд для вашего сайта или продукта — это (пока) задача программистов.

Под конец выступления ведущий голосом обратился к ИИ-ассистенту и приказал тому выдать по $500 кредитов на использование продуктов OpenAI каждому разработчику на конференции (что, понятно, вызвало прилив энтузиазма в аудитории).

GPT поняла команду и сделала под капотом следующее:

  1. Вызвала функцию получения всех участников из списка зарегистрировавшихся на мероприятие;

  2. Перебирая одного за другим, для каждого участника был вызван метод начисления кредитов на аккаунт.

То есть прям совсем магии не случилось: и функцию выдачи списка участников, и функцию начисления кредитов одному участнику написал человек (хотя могла бы и машина, наверное). Но вот как с ними обращаться, когда использовать и как комбинировать — это уже решает AI по контексту диалога. И вот вместо 2 таких функций можно подключить тысячу — и ChatGPT сразу начнет управлять всем вокруг. А вы думали зачем нужны умные розетки и лампочки?

OpenAI — это будущий гигант с экосистемой по типу Apple?

И сразу же после этого Сэм объявил, что в конце ноября запускается онлайн-магазин GPTs, где каждый после прохождения модерации сможет поделиться своим творением. Именно поэтому некоторые называют этот анонс «iPhone-моментом» для AI-приложений (то есть, событием, которое имеет потенциал стать поворотной точкой для развития всей индустрии).

Именно так выглядит прекрасный магазин будущего!
Именно так выглядит прекрасный магазин будущего!

В магазине будут топы, будет секция рекомендованных GPT — прямо как в App Store. По идее, здесь должны «жить» узкоспециализированные агенты. Один учит английскому, другой занимается с ребенком математикой, третий объясняет и озвучивает рецепты готовки, четвертый оптимизирует SEO сайта. Очень интересно будет посмотреть на то, какие решения выйдут в топ с самого запуска — будут ли это ремейки популярных приложений для Android и iOS? Или что-то кардинально новое, с AI-спецификой? Будем наблюдать и держать вас в курсе!

Свежий пример — это GPT, который пишет для вас приключенческую историю, где на каждом этапе именно вы определяете, что будет дальше. И ничего из истории не предопределено! Как текстовые квесты из 80-90-х, но куда более продвинутые. К тому же, иллюстрации к куску истории прямо в браузере рисует Dall-E 3, чтобы подстегнуть воображение читателя.

Промпт (слева) с инструкцией для бота стал длиннее. Также в GPT загрузили набор правил для текстовых ролевых приключений (DnD). Справа модель генерирует часть истории, а затем предоставляет выбор дальшейшего развития. В зависимости от вашего желания, действие тут же будет проиллюстрированно.
Промпт (слева) с инструкцией для бота стал длиннее. Также в GPT загрузили набор правил для текстовых ролевых приключений (DnD). Справа модель генерирует часть истории, а затем предоставляет выбор дальшейшего развития. В зависимости от вашего желания, действие тут же будет проиллюстрированно.

Придумать можно что угодно! Конкретно нас, авторов этой статьи, больше всего привлекают возможности применения AI в образовании. Весь последний год преподаватели пытались бороться с мошенничеством, особенно при написании сочинений, эссе и дипломных работ — тем более, что всё еще не появилось надежных способов обнаружения сгенерированного нейросеткой-джипитихой текста. Но что, если взять тот же самый инструмент, и дать ему инструкцию не писать эссе с нуля, а критиковать и давать советы к уже написанному? Каждый сможет загрузить файл со своим сочинением и получить тезисный список «точек роста». Персональный фидбек — только в роли учителя выступает машина. Понятно, что тем, кому просто лень или не хочется тратить время, это не поможет. Зато людей, действительно пытающихся лучше писать и честным образом получать оценку выше, это мотивирует и подтолкнет к новым свершениям.

Сила технологии здесь довольно очевидна. Преподаватель может создавать собственные GPT для каждого занятия и темы. Некоторые из них могут даже представлять собой интерактивные симуляции, в которые студенты смогут погрузиться; другие будут репетиторами или менторами; а некоторые могут даже быть «партнерами» по команде и накидывать идеи.

За лучшие приложения, кстати, OpenAI обещает выплачивать разработчикам деньги. Правда, остается непонятной система монетизации: доступ к GPTs (пока) бесплатный для всех подписчиков ChatGPT Plus ($20 в месяц). В самих же ботов зашить что-либо уникальное, что невозможно скопировать, сложно — ведь это языковые модели, которые всё еще легко обмануть: можно сказать, что вы суперсекретный разработчик OpenAI, и вам нужен доступ ко внутренностям бота (к его промпту). А любой запрос предварительной оплаты тоже можно обойти, убедив нейронку, что вы-то всё оплатили, просто она не может получить подтверждение — но это не ваши проблемы. Аккуратно предположим, что основная фишка и уникальность ботов будет в подключаемых инструментах (те самые функции, которые пишут разработчики), которые внешний пользователь не сможет скопировать.

Мастер-класс по джейлбрейку от Игоря: со второй попытки удалось уломать модель, ну, вы понимаете. =) P.S. Ни один кот или LLM в ходе создания скриншота не пострадали!
Мастер-класс по джейлбрейку от Игоря: со второй попытки удалось уломать модель, ну, вы понимаете. =) P.S. Ни один кот или LLM в ходе создания скриншота не пострадали!

При релизе GPTs OpenAI четко дают понять, что это только начало. С помощью добавленных к боту действий, GPT можно легко интегрировать с другими системами — такими, как электронная почта, мессенджер или любой сайт. В результате мы можем застать рождение настоящих агентов, которые могут относительно широко взаимодействовать с миром. Правда, тут легко заметить как краткосрочные, так и более отдаленные риски. Если в ближайшем будущем AI будут подключены ко всё большему количеству систем, а мы постепенно станем доверять им всё больше и больше задач, то... А, впрочем, про это как-нибудь в другой раз.

Эпилог: что день грядущий нам готовит

Однако, надо признать, что пока функциональность GPTs ограничена способностями ChatGPT: всё же модель имеет предел возможностей, и если не часто, то хотя бы иногда ошибается, смотрит не туда или пишет не то. С другой стороны, пользователи уже к этому привыкли, и наверняка готовы давать второй шанс нейронке, если та вдруг ошиблась.

Но тут важно понимать вот какой момент: как только выйдет GPT-4.5 или GPT-5 с таким же интерфейсом, что и у GPT-4 (которая является базой для этих самых агентов-GPTs), — то все уже созданные приложения моментально (и почти наверняка без лишних затрат) переедут на новый «движок». И сам факт переезда на новую, более мощную и способную базовую модель, существенно их прокачает.

Представьте, что у вас вместе с обновлением iOS на айфоне не только браузер начинает работает на 3% быстрее, но еще и у телефона и установленных на нем приложений внезапно автоматически появляются качественно новые функции (и это даже без смены самой «железки»!). Вот и тут можно реализовать такую штуку; и такой переход логично ожидать в GPT — ведь OpenAI сами ставят своей целью улучшение агентов, прокачку их навыков (памяти, аккуратности выбора инструментов, размышление и так далее), и в этом смысле их цель сонаправленна с желанием разработчиков. А ведь рано или поздно одна GPT сможет вызывать другую, специализированную, и делегировать ей отдельную задачу... таким образом создавая цепочки агентов.

Вижу эти самые цепочки агентов именно так!
Вижу эти самые цепочки агентов именно так!

Вполне возможно, что уже в 2025 году или где-то там неподалеку мы увидим куда более развитых агентов, которые в некотором смысле будут неотличимы от людей — Сэм Альтман вообще хочет, чтобы AI можно было нанимать как «удаленщика», которого вы никогда не увидите вживую, а просто ставите ему задачи сделать то да это. Ну и денежку в конце месяца платите, конечно. Возможно, такое будущее нас ждет. Или не ждет — кто знает? Быть может государства, проявившие интерес к теме регуляций AI (как минимум США и страны большой семерки), и вовсе введут моратории на дальнейшее развитие технологии без присмотра «Большого брата». Ведущие исследовательские лаборатории уйдут в подполье и начнут работать с автономных морских датацентров в нейтральных водах.

И это даже не шутка — Del Complex уже представлили соответствующий концепт плавучего AI-дредноута, выделив первым пунктом в списке снизу возможность вести деятельность в нерегулируемой зоне.
И это даже не шутка — Del Complex уже представлили соответствующий концепт плавучего AI-дредноута, выделив первым пунктом в списке снизу возможность вести деятельность в нерегулируемой зоне.

Короче, чё думаете, пацаны — уже киберпанк, или еще нет? 🤔


Всё, всем спасибо за внимание — как обычно, с нетерпением ждем ваших комментариев! Если вы не хотите пропустить наши следующие материалы по теме, то приглашаем вас подписаться на ТГ‑каналы авторов: Сиолошная Игоря Котенкова (для тех, кто хочет шарить за технологии) и RationalAnswer Павла Комаровского (для тех, кто за рациональный подход к жизни, но предпочитает чуть попроще).

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    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

  • 24.06.26 01:58 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

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 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

  • 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

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  • 26.06.26 02:56 Asunción Herrera

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  • 26.06.26 15:05 Riley Stephens

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 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

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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  • 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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  • 30.07.26 00:04 Ahmed

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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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  • 12.08.26 16:37 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
TEXT : (tatianasorina06 at G_Ma IL dot ..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.

  • 16.08.26 01:44 Matt Kegan

    CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.

  • 18.08.26 04:59 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.08.26 04:59 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.08.26 11:32 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 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

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