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Н Новости

Революция от OpenAI: что означают анонсы GPT-4 для продуктовой разработки

OpenAI - котики
OpenAI - котики

Неделю назад я получил уведомление о начале трансляции первой разработческой конференции от OpenAI. Было неудобно смотреть эфир живьём, так что я уложил детей спать, и ночью, заварив себе какао, с предвкушением открыл YouTube.

Конечно, я к тому времени не выдержал и посмотрел краткие описания анонсов, так что был готов к тому, что увижу, но скажу честно: не смотря на презентацию в стиле студенческих конференций (на финальный слайд (под катом) вообще без слёз не взглянешь), чем дольше я слушал об анонсах, тем больше у меня отвисала челюсть.

Это не просто небольшие улучшения; это действительно скачок вперед. Я слушаю про увеличение длины контекста до 128К, обновлении данных до апреля текущего года, об интеграции в API интерпретатора, нового "рисователя" DALLE-3, анализ изображений, извлечение данных из массивов, безлимитных "ассистентов" и чуть ли не подпрыгиваю на стуле от оживления: решилось огромное количество проблем, которые до этого требовали человеко-месяцы доработки довольно квалифицированной командой.

Как только презентация подходит к концу, я судорожно открываю беклог и начинаю записывать и редактировать идеи. Я уверен, что перед разработчиками открыли действительно большие возможности, которые переопределят способ разработки и восприятия продуктов. И если тема AI вас как минимум интересует и вы ещё и занимаетесь продуктовой разработкой, а перепосченных по 150 раз новостей не хватает понять, что это значит лично для вас и команды, этот обзор будет весьма кстати.

Тот самый финальный слайд
Тот самый финальный слайд

GPT-4-Turbo с контекстом в 128К токенов

Токены - это части текста, с которыми работает модель, для английского текста обычно 1 токен = 4 символа, для русского - 2 символа. Самая большая и дорогущая GPT-4-32k могла обрабатывать контекст длиной 32К токенов, то есть примерно 75 страниц текста, дешевая рабочая модель GPT-3-Turbo-16k - 16K токенов, 37 страниц. Кажется, что это огроменная туча текста, если заставлять GPT травить анекдоты или помогать с домашкой по литературе, но для рабочих многошаговых задач это очень мало. Например, небольшой рабочий проект с основными метаданными занимает порядка 30К токенов и уже после нескольких вопросов и манипуляций начинает задыхаться. Анализ получасового интервью на английском еле-еле вписывался в 16К, а на русском - в 32К. Вопросы-ответы по документации типа большой PDF-ки или справки сразу же требовали всю дребедень с RAG (Retrieval Augmented Generation), векторными базами, разделением на кусочки и так далее, не говоря уже о база знаний или нескольких исследований с результатами. В итоге для некоторых вещей можно было использовать API Claude с 100К контекстом, но получить у них доступ к API в Европе сложно, а лимиты в персональном аккаунте быстро заканчиваются.

Сравнение количества токенов у топовых моделей (рисовала ChatGPT, немного накосячила с подписями)
Сравнение количества токенов у топовых моделей (рисовала ChatGPT, немного накосячила с подписями)

С возможностью обрабатывать до 128 тысяч токенов GPT-4 Turbo открывает двери для создания сложных и детальных текстов, многошаговых агентов, возможность анализировать книги, отчеты, огромную коллекцию данных без необходимости разрезать все на кусочки, сохранять историю переписки, саммаризовать и так далее. По сути вы уже сейчас можете предложить инструмент вопросов-ответов и анализа немаленького размера данных чисто на голом API (только следите за стоимостью и помните, что реально там токенов 70-80 тысяч будет активных). Можете уже сейчас переключиться в API на gpt-4-1106-preview и попробовать.

Обновили данные до апреля 2023 года

Если раньше точка отсечения была в январе 2022, то теперь у моделей есть данные ещё почти за полтора года и OpenAI обещала регулярно "нагонять" свои модели. А это значит меньше ошибок в генерируемом коде, который пишете с помощью современных библиотек, меньше галлюцинаций по актуальным фактам, более точный анализ и генерация идей.

Снова Code Interpreter от OpenAI
Снова Code Interpreter от OpenAI

Улучшенная работа с Functions API

Functions API и раньше был огненным: вы могли описать, что из себя представляет определенное API, а потом попросить перевести человеческий вопрос в правильно сформулированный запрос к этому API. Например "хочу найти билеты в Стамбул из Москвы и обратно в середине следующей недели на 10 дней, чтобы мой чемодан влез и не дороже десяти косарей" и получить в ответ вызов функции flight_search("MOW", "IST", "return", "22 November", "29 November", "baggage=yes", "price<10000") и это уже избавляло от десятка человеко-дней разработки и тестирования, а теперь модель еще более правильно следует инструкции, выдает по вашему запросу всегда валидный json (е-е-е!) и может даже несколько действий в одном запросе выполнять.

Примеры от OpenAI
Примеры от OpenAI

Это может существенно улучшить ваш поиск в продукте и всё взаимодействие с интерфейсом, где есть хоть какие-то намётки на API, например "А сделай-ка мне отчет, чтоб показало, на какие соцсети больше денег уходит, и какие сейчас затраты на пользователя по каждой. Да, и диаграмму покажи", и вуаля, нужные элементы отображаются в вашем интерфейсе без единого клика и единого матерного слова пользователей, кто пытается сам в этом разобраться.

Воспроизводимые ответы

Теперь можно генерировать одинаковые результаты при одинаковых входных данных благодаря новому параметру seed. Опять же недетерминированные ответы от языковой модели даже при нулевой температуре путали вообще все карты по тестированию промптов и делали отладку практически невозможной без огромного датасета и дополнительных валидаторов. Теперь же можно получить seed ответа и использовать его для получения одинакового результата при каждом запросе, а значит а) упрощается отладка; б) можно сделать нормальное модульное тестирование, в) можно гарантировать определенный результат, если это требуется при последующих шагах.

Несколько выходных токенов (logprobs)

Скоро будет доступна возможность видеть не 1 выходной токен от модели, а вероятностное распределение до 5 токенов, а значит можно в 2 строчки кода делать автокомплит для ваших редакторов текста или поисковых систем и вмешиваться в ранжирование вариантов, чтобы делать более правдоподобный ответ для вашей предметной области. Плюс ещё и лучше разбираться, как вообще работает модель и надо ли, возможно, настройки выдачи поменять или промпт перписать. Читайте подробнее про параметр logprobs.

Вот вам картиночка про вероятности от DALL-E-3. Кубики, конечно, странные )
Вот вам картиночка про вероятности от DALL-E-3. Кубики, конечно, странные )

"Более лучшая" GPT-3.5-Turbo

Теперь по умолчанию у вас будет "более лучшая" модель GPT-3.5-Turbo с окном контекста в 16К токенов и которая ещё и будет лучше следовать командам, выдавать чаще валидный JSON, XML, YAML. Только вызывать надо модель gpt-3.5-turbo-1106. GPT-3.5 - это рабочая лошадка: со стоимостью в копейки за вызов, вы можете делать продвинутые системы и практически неограниченную генерацию, а тратить меньше единиц центов на активного пользователя. Если в вашем продукте всё ещё нет генерации, перевода, саммаризации - вы скоро окажетесь не у дел, они уже через полгода будут торчать из каждого утюга.

GPT-4-Turbo + Vision

То, чем недавно восхищались пользователи платной подписки ChatGPT Plus, теперь доступно и в API - gpt-4-vision-preview! По цене в примерно 1 цент за изображение 1024х1024 вы можете делать огромное количество вещей: от распознавания текста (пока еще без почерка врачей :) ) и поиска нужных сущностей до решения задач по математике по картинке и расшифровке графиков и диаграмм, от определения, что это за птица стащила сейчас ваш бутерброд, до определения юзабилити-проблем на вашем сайте. Пробуйте для пользовательских сценариев в своем продукте! Помните только, что модель принимает на вход только png, jpeg, webp и неанимированные gif и на сложных ситуациях начинает выдумывать. Почитать подробнее можно тут: https://platform.openai.com/docs/guides/vision

Ты что, и мемы за меня будешь объяснять?
Ты что, и мемы за меня будешь объяснять?

Вот вам традиционное баловство - объяснение мема: На изображении видно кресло, которое сильно потрепано и исцарапано, скорее всего, котом, который также присутствует на фото. Текст на русском языке гласит: "Продам дизайнерское кресло. Вместе с дизайнером." Шутка заключается в том, что "дизайнером" испорченного вида кресла является сам кот, который, вероятно, царапал и повредил кресло, оттого и словесная игра, предлагающая кота как часть продажи в шутливой форме. Юмор возникает из неожиданного контраста между использованием слова "дизайнер", которое обычно ассоциируется с преднамеренным и эстетически приятным дизайном, и изношенным состоянием кресла.

А вот более серьезные вещи: распознавание текста и поиск сущностей. И всё чисто по картинке.

GPT-4-Vision работает, не покладая рук
GPT-4-Vision работает, не покладая рук

DALL·E 3

Раньше качественно погенерировать картинки можно было только в платном ChatGPT, теперь же это доступно всем разработчикам через API по цене от 4 центов за картиночку.

Почему DALLE-3 крут? Потому что модель обучена не только на подписях к фото, но и тщательно аннотированных изображениях (кстати не без помощи GPT-4-Vision), плюс ChatGPT сам дописывает ваши корявые промпты, чтобы получился шедевр, так что не надо мучать его как MidJourney всякими секретными "high resolution, HD, natural light, 8K, zeiss, beautiful" и покупать в переходе метро методичку по секретным промптам. Пока, к сожалению, нельзя делать вариации и исправлять часть изображения, но это все подъедет в ближайшем будущем, чего уж там. Если у вас есть работа с маркетинговыми материалами или любым визуальным контентом, – вы знаете, что делать.

Вот вам, например, сгенерированные пельмешки
Вот вам, например, сгенерированные пельмешки

Text-to-speech

OpenAI ещё и отжирает кусок от AI-выручки Google, Microsoft, Amazon TTS 6 мульти-язычными очень человечными голосами, которые теперь тоже доступы через API с ценой в 1.5 цента за 1000 символов (у гугла чуть дороже). Можно озвучивать ролики, общаться в приложении, делать голосовых ассистентов и так далее. Читать здесь.

Speech-to-Text (Whisper v3)

Опять же как здорово видеть, какого прогресса в давно известной задаче могут достичь команды с офигенными разработчиками и деньгами. Whisper даже второй версии мог работать на вашем ноутбуке бесплатно без смс и транскрибировать интервьюшки, видосы, записи звонков с отличным качеством на почти сотне языков бесплатно и с хорошей лицензией. А сейчас на всех языках ещё сильнее улучшили качество.

Количество ошибок уменьшилось на 10-20% практически по всем языкам
Количество ошибок уменьшилось на 10-20% практически по всем языкам

Для автоматического перевода где-нибудь на местной конференции на греческом (я живу на Кипре) я использовал Whisper v2 и он клал на лопатки Google Speech-to-Text просто влёгкую. Whisper v3 еще не тестировал, но по тестам он просто стал лучше. Пока вы можете развернуть его на своих GPU-ках (всего 8GB VRAM нужно для самой большой модели) или использовать HuggingFace, но обещают добавить и в OpenAI API. Если вам нужно понимать речь в своём приложении (для ассистентов, например, перевода в реальном времени и транскрибирования), это выбор № 1.

Дообучение GPT-4

Раньше можно было файнтюнить только GPT-3.5-Turbo и соответственно если вам нужно было что-то помощнее, вы либо шли в опенсорс, либо сосали лапу. Теперь можно дообучать на ваших данных GPT-4 и хостить её у OpenAI. Это ещё один большой шаг вперед. Если базовая GPT-4 лажает на ваших данных и у вас есть хотя бы 1000-10000 строк типа "промпт -> ожидаемый ответ" - вы можете дообучить на них GPT-4 примерно за $500-$5000 и обращаться к ней через API. Во-первых, отвечать модель будет быстрее, потому что вас будут хостить отдельно, во-вторых, поднимать свой кластер с GPU, дообучать что-то опенсорсное и держать для инференса может стоить в десяток или даже сотню раз дороже и потребует полноценную команду на поддержку. Да, вы по сути должны очень доверять OpenAI и желательно работать с ними уже по договору, а не по стандартным условиям использования, но если больших опасений у вас нет – это самый дешёвый и быстрый вариант существенно улучшить выдачу. Единственное, сама OpenAI пишет, что для дообучения GPT-4 потребуется побольше усилий, чем для GPT-3.5, потому что она сама по себе крайне мощная и способная, будьте к этому готовы. Для GPT-3.5 могло хватить и сотни хороших примеров, как они сами пишут в руководстве.

Кастомизация под вас

Если вы большой крутой дядька с непубличным датасетом на 1 миллиард токенов минимум и 2-3 миллионами долларов, вы можете теперь прийти в OpenAI и попросить их сделать всю работу для вас, от дообучения до создания моделей с нуля. Не знаю, скольким на хабре такое может понадобится, но а вдруг.

Снижение цен и увеличение скорости

Прикол, что весь этот банкет ещё и будет стоить дешевле. Скорее всего GPT-4-Turbo слегка подрезали и оптимизировали, чтобы кушало меньше компьюта, но чаще всего вы и не заметите. GPT-4-Turbo теперь стоит в 3 раза дешевле за вход и в 2 раза за выход, а если брать большой контекст в 32к аж в 6 и 4 раза дешевле соответственно.

GPT-3.5-Turbo стала в 1.5 раза дешевле за вход даже для прошлой маленькой модели, а для 16K - в 3 и 2 раза дешевле соответственно. Срочно переключайте модель в ваших апишках на gpt-3.5-turbo-0613.

Ну и вызовы к улучшенной GPT-3.5-Turbo теперь в 4 и 2.5 раза дешевле соответственно.

Ещё и удвоили количество токенов в минуту для всех платных подписчиков и установили пороги для автоматического повышения. Про цены - тут.

Изменение цен на OpenAI API
Изменение цен на OpenAI API

Consistency Decoder

2 строчки анонса, а в итоге существенное улучшение работы Stable Diffusion в генерации изображений, особенно того, что касается лиц, прямых линий, текста. Всё в опен-сорсе и с хорошей лицензией. Если используете Stable Diffusion в своей работе – обновляйте.

Сравнение старого и нового декодера
Сравнение старого и нового декодера

Copyright shield

Юристов и безопасников тоже немного порадовали. Теперь если на вас подадут в суд из-за нарушения авторских прав, OpenAI будет оплачивать все расходы и вступится за вас в суде. Речь конечно же про API и Enterprise-версию. Это конечно лишь небольшая часть претензий крупных компаний, кто больше боится утечки данных, но уже лучше, чем раньше.

И наконец к сладкому – Assistants API

На этой неделе Wrike представил много интересного по AI для рабочих задач на своей конференции Collaborate, к чему приложил руку, и ассистент (или вторые пилот) там не смотря на название - на одной из первых ролей.

Анонсы с Wrike Collaborate
Анонсы с Wrike Collaborate

Я считаю это будущим практически любого продукта, особенно сложного или со множеством вариантов использования. Попросить человеческим языком могущественного всезнайку сделать работу за вас, а потом увидеть результат даже в сложном софте вместо кликов и переключалок – это то, что точно заставит ваших пользователей радоваться жизни и пользоваться продуктом без боли и терзания техподдержки. OpenAI же выводит разработку таких фичей на невероятно простой уровень даже для команды без Data Scientists. Что они предлагают:

  1. Возможность создавать ассистентов для ваших продуктов, которые хранят в себе специфические промпты, наборы данных (например, руководство пользователя или лог ваших действий), а также могут вызывать нужные апишечки для своей работы. Теперь вместо написания тонны кода и инструкций, хранения этого всего на бэкенде, поддержки векторных баз для извлечения информации, у вас всё есть из коробки.

  2. Хранимые и бесконечные треды! Я не знаю, как они это будут поддерживать при выходе за пределы окна контекста, но это огонь! Больше не надо разбивать на кусочки, суммаризировать, пилить свою краткосрочную и долгосрочную память, просто закидываешь новый запрос от пользователя в тред и он "вспоминает" всю историю взаимодействия. Офигеть!

  3. Встроенный интерпретатор кода. Я бы сказал, что это jupyter notebook, в котором вы можете человеческим языком попросить написать за вас код на Python. Соответственно, всё, с чем так сложно было справиться ChatGPT, от математики и обработки данных до рисования графиков, теперь может выполняться вообще без кода на вашей стороне. Конечно, тестировать придется тщательно, плюс это 3 цента за запрос, но оно того стоит.

  4. Извлечение информации (Retrieval). Опять же делает за вас огромную работу по хранению и извлечению подходящих данных из ваших баз: больших массивов, PDF-ок, CSV-таблиц, списков. Не надо вычислять эмбеддинги, не надо резать на куски и поиск векторный делать - всё на стороне OpenAI и на топовом уровне (они, например, недавно описывали, как в разы подняли качество извлечения данных, чего, возможно, не сможет ваша команда сделать). Красота!

  5. И все это становится доступно практически любому человеку, без написания кода, так что можно будет размещать в "OpenAI GPT Store" и даже продавать!

Песочница ассистентов. Как видите, есть промпт, выбор модели, вызов функций, интерпретатор кода,  извлечение данных из ваших файлов.
Песочница ассистентов. Как видите, есть промпт, выбор модели, вызов функций, интерпретатор кода, извлечение данных из ваших файлов.

Хорошая документация - тут.

GPTs

Возможность создавать "свою GPT" не просто без инженеров, но и без разработчиков в том числе. Просто общаясь с OpenAI и помогая ей понять, чего же вам хочется-то вообще.

Я таким образом на выходных сделал аж 3 бота (вам нужна платная GPT Plus, чтобы попробовать):

  1. Ассистент для стартапов на базе информации из Y Combinator Startup School

  2. Чат-бот с Полом Грэмом на базе 200+ его эссе (а там 1.5 миллиона токенов)

  3. И даже перерисовывалку картинки в мультяшный стиль.

Вот как она переделала переделала Сэма Альтмана с конференции :)

Сэм - супер-герой
Сэм - супер-герой

Если будут желающие – напишу статью, как это сделать.

Вывод

В общем, очень много контекста, свежие данные, работа с изображениями и голосом, дообучение, ассистенты без кода, быстрее и дешевле. Честно говоря ребята очень порадовали! Если вы пока ещё не тестировали OpenAI API, то сейчас - самое время. Вполне возможно конкуренты делают это прямо сейчас. Ну и заходите на огонёк в телеграм-канал, буду рассказывать про продуктовую AI-экспертизу и анонсы.

Источник

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  • 15.10.25 21:52 harristhomas7376

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    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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 08:39 debby131

    Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 11:45 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 22.10.25 11:59 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 11:59 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 01:52 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:40 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

    If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]

  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 wendytaylor015

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

  • 25.10.25 10:13 wendytaylor015

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

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

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  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 17:08 raymondgonzales

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  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

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  • 28.10.25 00:55 elizabethrush89

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  • 29.10.25 03:43 Christopherbelle

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  • 29.10.25 10:56 wendytaylor015

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  • 29.10.25 10:56 wendytaylor015

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  • 30.10.25 09:49 Christopherbelle

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  • 30.10.25 12:03 elizabethrush89

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  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 15:49 kattygates

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  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

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  • 02.11.25 15:23 michaeldavenport238

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  • 02.11.25 15:23 michaeldavenport238

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  • 04.11.25 04:59 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 04.11.25 09:30 robertalfred175

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  • 04.11.25 09:30 robertalfred175

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  • 05.11.25 02:43 jordan_11

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  • 05.11.25 02:44 jordan_11

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  • 05.11.25 02:48 jordan_11

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  • 05.11.25 16:20 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

  • 05.11.25 16:21 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

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