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Как мы учили Yandex Code Assistant помогать разработчикам с написанием кода и делать их счастливыми

Привет, Хабр! Меня зовут Виктор Плошихин, я руковожу ML‑лабораторией в Yandex Infrastructure, команде, которая создаёт платформу для разработчиков Яндекса. Мой коллега Константин Моксин @kamoksin работает разработчиком‑аналитиком в этой же лаборатории — и мы сами пишем очень много кода. Этой осенью мы запустили Yandex Code Assistant — помощник для работы с кодом — и открыли к нему бесплатный доступ в режиме тестирования на платформе Yandex Cloud. И нам было важно не просто научить нейросеть писать код, но и сделать так, чтобы разработчики были довольны работой этого помощника.

В статье расскажем, для чего мы сделали кодового ассистента, как начинали с нуля, и как замеряли его качество метрикой «Счастье разработчиков».

За время тестирования решения внутри Яндекса было более 40 А/B-тестов разных гипотез о «Счастье разработчика»
За время тестирования решения внутри Яндекса было более 40 А/B-тестов разных гипотез о «Счастье разработчика»

Какие задачи решают разработчики, и как тут помогают LLM

Любой продукт, основанный на коде, зависит от качества кода и скорости его написания. Многие процессы разработки направлены на то, чтобы обеспечить эти качество и скорость:

  • найм и развитие хороших специалистов;

  • код‑ревью такими же прекрасными специалистами;

  • использование навороченных IDE с индексацией кода;

  • покрытие кода тестами;

  • создание документации по проекту.

Всё это относительно простые способы. Да, в этих процессах замешаны люди, все склонны допускать ошибки, тем не менее, оно работает. Но недавно появились модные фантастические LLM и продукты на их основе, которые обещали существенно ускорить и упростить процесс написания кода и обучения разработчиков.

Что умеют современные AI-ассистенты

По сути все подобные продукты предлагают два инструмента. Наиболее используемый — это inline‑подсказки. Разработчик пишет код, ему серым шрифтом показываются какие‑то подсказки. Можно нажать Tab и принять подсказку, или нажать Esc и отвергнуть её. Это неплохо снижает количество рутинных действий, которые разработчик давно освоил.

d5d319cf556a3b78344b86d6b1df61d9.gif

Второй продукт — это чат, где можно спросить нейронку о более сложных вещах. Если наш разработчик сомневается, есть ли ошибка в большом фрагменте кода, можно спросить в чате, что здесь не так, фактически запросить ревью. Или можно попросить написать юнит‑тест.

Мы проанализировали собственный опыт, пообщались с коллегами‑разработчиками, выяснили, что inline‑подсказки правда востребованы, и в нашем продукте решили сосредоточиться именно на них. Сразу возник вопрос, как оценить полезность этих подсказок.

Как обычно оценивается польза от внедрения таких продуктов

Мы обратились к доступным исследованиям. Вот, как оценивают использование таких инструментов в Accenture. Компания провела опросы среди своих разработчиков, насколько им полезен и удобен GitHub Copilot — один из наиболее известных инструментов.

aa021b643d0aec74550d1ef8dfd31f9b.png

Заметим, что здесь вообще нигде не говорится о деньгах, речь именно о счастье разработчика.

Сами создатели популярных кодовых ассистентов любят приводить эту статистику, говорить о «доказанной эффективности», «видимом улучшении». Но на самом деле все IT‑сервисы разные, и создающие их разработчики тоже разные, и пишут они на разных языках программирования. Кто‑то пишет код просто в Notepad, а кому‑то нужны навороченные IDE. Поэтому в случае любых подобных опросов важно понимать, кто именно в них участвовал.

Retention — простая метрика полезности продукта

Итак, наш проект начался в конце прошлого года со внедрения inline‑подсказок в работу наших внутренних команд в Яндексе. Как понять его успешность?

Начнём с верхнего, продуктового уровня. С одной стороны, когда мы провели кастдев и пообщались с кучей разработчиков, то услышали довольно разные ответы на вопрос, что им нужно от inline‑подсказок кодового ассистента. Такие ответы довольно трудно структурировать. Но с другой стороны, у нас есть очень понятная бизнес‑метрика — retention. В Яндексе нет принуждения к установке кодового ассистента. Нравится — используешь, не нравится — сносишь плагин. Такое голосование ногами: если на четвёртой неделе использования активность сохраняется, то пользователи считают продукт нужным для себя.

Так как мы сами пишем много кода, то хотели бы видеть законченные, не ломающие синтаксис подсказки. Желательно не очень длинные, чтобы не отвлекаться на их чтение, так как в процессе написания кода мы примерно представляем, что именно хотим написать, и важно написать это быстро.

Поэтому мы решили: давайте наш кодовый ассистент будет смотреть на текст, как на код. Построим из кода abstract syntax tree (AST) и на его основе будем предсказывать стейтменты — определённые конструкции с точки зрения языка программирования. С этой точки зрения все подсказки легко можно условно разделить на плохие и хорошие:

fe4671dbaf300d9d4aeb9613f7a2cad8.png

Первый пример — это хорошая подсказка, здесь показывается целиком завершенный стейтмент. А второй пример — не очень хорошая подсказка, так как стейтмент обрублен.

Есть ещё одно ограничение — скорость подсказок, нужно чтобы они выдавались за 500 мс, не больше.

Итак, мы определили target, в который будем учить модель — предсказание стейтментов. Как теперь проверить, что это действительно повлияет на retention?

У нашей бизнес‑метрики есть свойство: её нельзя посчитать быстро, надо ждать месяц. А двигаться вперёд надо быстро. Обычно для таких долгих метрик придумывают прокси‑метрику, которую можно посчитать в онлайне в рамках А/B‑эксперимента, и которая бы коррелировала с бизнесовой метрикой.

UnitTest — много, быстро, дёшево

Но на старте проекта вся наша аудитория составляла чуть больше десятка early adopters, на которых retention считать нет большого смысла. Они и так пользуются продуктом даже с его текущим качеством.

Поэтому мы всерьёз озаботились вопросом офлайн‑приёмки качества моделей. Важно, чтобы метрика:

  • интуитивно отражала верность движения: чем больше значение метрики — тем лучше продукт;

  • охватывала разнообразный код;

  • считалась быстро;

  • была дешёвой.

Очень желательно, чтобы оценка проводилась без участия асессоров, автоматически. В противном случае это долго, дорого и самим асессорами зачастую трудно разобраться в чужом коде.

Кодовые LLM обычно оценивают по HumanEval и расстоянию Левенштейна. Мы их тоже смотрим, но этого немного не про наш кейс инлайн‑подсказок. HumanEval не подходит для нашего случая, потому что оценивает качество моделей в целом, а не конкретные подсказки в конкретном IT‑сервисе. Расстояние Левенштейна между кодом подсказки и оригинальным кодом тоже не очень подходит: одну и ту же логику можно закодить разными способами — в этом случае код будет корректный и рабочий, но расстояние большим.

Нам было важно, чтобы подсказка не сломала уже написанный код и бизнес‑логику. Поэтому для себя мы придумали метрику UnitTest, которую можно посчитать по коду из нашего репозитория. Идея проста:

  1. Берём код юнит‑теста.

  2. Находим пользовательский код, который проверяется этим юнит‑тестом.

  3. Ставим воображаемый курсор разработчика в каком‑нибудь месте этого кода.

  4. Маскируем ряд стейтментов справа от курсора и передаём в модель код выше курсора и код после этих стейтментов.

  5. Просим модель предсказать замаскированные стейтменты.

  6. Итоговый код с предсказанием модели пытаемся прогнать в юнит‑тесте в п.1.

  7. Считаем долю успешно пройденных юнит‑тестов.

Чем это лучше расстояния Левенштейна:

  • мы предсказываем не просто синтаксически корректный код, а ещё и код, который выполняет бизнес‑логику программы;

  • мы можем прогонять эту метрику на больших объёмах тестов;

  • метрика вообще не требует человеческого вмешательства.

Правильные target и датасет — залог успеха

Поскольку у нас была маленькая продуктовая команда, то мы не могли позволить себе такую роскошь, как претрейн базовой модели. Нужно было файнтюнить уже существующие модели. А значит, нужно подготовить пул для обучения.

В качестве кода для файнтюнига использовался наш репозиторий. Для этого мы его немного подготовили:

  1. Мы очищаем этот код от дублей, кода роботов, делаем какой‑то сэмпл.

  2. Строим по коду AST.

  3. Выделяем стейтменты и дальше делаем target.

Как мы формируем target? Так как в метрике UnitTest мы маскируем стейтменты, то мы хотим предсказывать стейтменты и потом оптимизировать метрику. Давайте в пуле для обучения мы тоже будем нарезать target в виде стейтментов.

Казалось бы, нам нужно сделать простую вещь: есть готовый код, и нужно по нему эмулировать какой‑то момент, когда его редактировал разработчик. Например, интуитивно, сделать split в произвольном месте и представить: тут стоит курсор, нужно продолжить следующий стейтемент. Как выяснилось по метрикам, такой вариант не очень хорошо работает.

Сработал другой подход. Для этого мы строим синтаксическое дерево с помощью библиотеки treesitter и выбираем стейтменты определённого типа. Берём не все подряд, а только экспериментально определённые стейтменты. Например, мы не рассматривали комментарии.

Далее уже с полученными стейтментами мы эмулируем действие пользователя. Тут два варианта:

  • Курсор стоит в начале стейтмента.

  • Курсор стоит в рандомном месте стейтмента.

И есть ещё один момент: иногда молчать лучше, чем говорить. Другими словами, нам надо уметь предсказывать пустой стейтмент, то есть не отвечать ничего.

Итак, с пулом для обучения более‑менее понятно. Текущая модель дообучена на популярных в Яндексе языках:

  • Python,

  • TypeScript,

  • С++,

  • YAML,

  • JSON,

  • Kotlin,

  • Java,

  • Go,

  • Swift,

  • Scala,

  • YQL/SQL.

Нам было важно проводить много экспериментов, которые бы обеспечили наше движение вперёд. Так, например, оказалось важно, чтобы модель умела в fill in the middle — когда LLM знает, что надо предсказывать текст посередине. В этом случае у нас есть текст выше курсора (префикс) и ниже курсора (суффикс).

Почему так: живой человек очень часто пишет код не сверху вниз, а «прыгая» от одного куска к другому. Какой‑то кусок написал в начале, потом прыгнул в середину и что‑то подправил там и так далее.

В итоге модели мы дообучили. Дальше нужно сделать runtime‑стек, где бы они применялись и пользователь видел ваши прекрасные подсказки.

Runtime — бизнес-логика на бэкенде

Мы построили довольно простой и быстрый runtime‑стек. Но есть особенности.

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Что интересно в первую очередь — у нас есть два бэкенда:

  • CPU‑бэкенд — шустрый и быстрый, где происходит вся бизнес‑логика. Здесь мы принимаем решение: имеет ли смысл вообще ходить за подсказкой, а если имеет, то дообогащаем контекст персональным кодом пользователя. Затем отправляем обогащённый контекст в GPU‑бэкенд.

  • На GPU‑бэкенде происходит инференс LLM. Результирующие ответы ранжируются первым бэкендом: если они проходят порог, то показываются пользователю.

Плагины в верхней части схемы — это просто прокси, которые берут код разработчика и отправляют его. Мы изначально придерживаемся парадигмы сосредоточения всей бизнес‑логики в бэкенде. Дело в том, что выкатка фиксов ошибок в плагинах — это на порядки более длительная история, чем выкатка фикса на бэкенде. Например, далеко не все пользователи в JetBrains включают автоапдейт, и посаженные в плагине баги могут жить очень долго.

В целом runtime‑контур получился довольно быстрый: в 99-м перцентиле мы укладываемся в ограничения в 420 мс.

Здравствуй, онлайн-приёмка!

Есть ещё одна важная деталь: после реализации runtime‑стека, у нас появилась возможность проверять качество моделей в онлайне. Как только в потоке появляются живые люди, которые пользуются продуктом, неплохо переходить с офлайн‑приёмки на онлайн — это всегда ближе к истинному состоянию продукта. Для этого мы проводим привычное в Яндексе А/B‑тестирование.

В таком тестировании важно выбрать иерархию метрик и понять, по какой метрике вы будете принимать ваш продукт. На старте мы выбрали главной Аccept Rate — отношение принятых подсказок к увиденным. Это интуитивная метрика. Есть и обратная ей — Discard Rate, который не должен расти быстрее, чем Аccept Rate.

В A/B‑экспериментах у вас есть экспериментальные выборки, в каждой из которых своя модель. Казалось бы — давайте разделим пользователей по этим выборкам и посчитаем Аccept Rate? Но не всё так просто.

На старте многих подобных экспериментов, как правило, очень мало пользователей: не хочется сильно раскручиваться, когда над качеством предстоит ещё много работы. Сначала хочется проверить всё на малых группах, но появляются вопросы, как сделать эксперименты статистически значимыми.

Разделение по пользователям для формирования выборок нам не подходит: выборки получатся слишком маленькие, или придётся долго ждать для накопления массы тестов. Поэтому мы пошли другим путём.

Один пользователь за сессию генерит много запросов в наш бэкенд. По сути, почти все нажатия на клавиши, если между ними более 400 мс — это такие запросы. Они позволяют набрать необходимое количество данных для тестирования, если разделять не по пользователям, а по запросам.

Мы показываем одному пользователю ответы от разных моделей в течении сессии и смотрим эффект. Сам эксперимент идёт, как правило, неделю, чтобы исключить сезонность в процессе написания кода.

Когда мы запустили онлайн‑эксперимент, то увидели, что с ростом Аccept Rate у нас растёт и Retention пользователей, о котором мы говорили в начале.

88679bc5cd7377155693b16be63ea329.png

Здесь показано, как эксперимент развивался в первые четыре месяца этого года. Аудиторию мы старались растить постепенно, чтобы не выжечь её. Это заметно по последней строке, где MAU — это месячная аудитория нашего кодового ассистента относительно всех разработчиков Яндекса.

Также мы постепенно раскручивались в рамках сессии написания кода у разработчика: поначалу показывались лишь на 8–10% запросов.

Мы работали над качеством, растили Аccept Rate и расширяли поток запросов, на которые появляются подсказки. Но видно, что где‑то в марте‑апреле мы упёрлись в потолок. У нас вырос Аccept Rate, но случился отток аудитории.

Accept Rate — правда то, что нужно пользователю?

Стало понятно, что Accept Rate — не совсем та метрика, которая отражает желания пользователей. Например, она не учитывает длину принятой подсказки. И в этом аспекте можно накрутить метрику: показать много коротких подсказок, бо́льшую часть из которых примут, вместо одной длинной, которую не примут. Настала пора поменять метрику.

В Яндексе мы стремимся повышать уровень счастья пользователей, поэтому и тут стали думать над такой метрикой. У нас получились такие вводные размышления:

  • Чем длиннее принятая подсказка — тем лучше. В идеале весь код надо написать за одно нажатие на Tab, так мы поможем лучше всего.

  • Принятие подсказки — это ненулевые трудозатраты. Поэтому само нажатие на Tab должно штрафовать модель. Должно быть невыгодно показывать короткие подсказки, которые можно было бы написать вместо нажимания на Tab.

  • Показ подсказки отвлекает. Нужно её прочитать, сделать какой‑то вывод. Так что все показы тоже штрафуются, всегда и независимо от действий пользователя.

  • Discard — это явный негативный фидбек. Discard должен штрафоваться сильнее, так как он раздражает и требует дополнительного нажатия на Esc.

Формула счастья v1.0

В итоге удалось вывести такую формулу счастья разработчика:

\sum(AcceptedLength - 3*NumAccepts)-0,05*\sum ShowSuggestLength-14* \sum NumDiscards

Вот как мы её подбирали:

  • Берём выборки из уже прошедших онлайн‑экспериментов.

  • Определяем, какая выборка победила, а какая — проигравшая.

  • Магические коэффициенты подбираем с помощью линейной оптимизации параметров функции расчёта счастья на этих выборках.

  • При этом оптимизируем не дельту счастья, а логарифм дельты, чтобы разделять победителя и проигравшего на небольших дельтах. Так эксперименты будут быстрее набирать статистическую значимость.

В итоге был подобран вариант штрафов вблизи оптимума по чувствительности (дельта примерно −2%), но с максимальным штрафом за Discard. При этом все пары «победитель–проигравший» угадываются верно и статистически значимо с большим запасом.

Счастье коррелирует с retention

После перехода на новую метрику мы начали её оптимизировать. Для понимания значений метрики счастья будем смотреть на привычные Аccept Rate и Retention, а за Baseline возьмём состояние на апрель. Вот что получилось дальше:

85842e15c1cb77a00e279b26efc47f71.png

В июне мы вырастили счастье, но при этом уронили Аccept Rate. При этом кардинально выросла бизнесовая метрика retention!

В июле и августе мы решили подрастить Аccept Rate, не роняя счастье. Пожертвовав небольшой долей потока, мы набрали Аccept Rate в 20%. Это очень хороший результат.

Сравнение с конкурентами

После всех экспериментов нам захотелось прогнать эти метрики на других аналогичных продуктах. На этом нормированном графике видно, какой мы проделали путь, чтобы сравниться по метрике счастья пользователей с конкурентом А — одним из самых популярных в мире кодовым ассистентом.

12fb3ab33521947702ef9ddeae974737.png

Также провели сравнение с другим кодовым ассистентом, набирающим популярность в России. Эксперимент показал у него −100% к счастью и −50% к Accept Rate относительно нас.

Влияние на бизнес

Помните, как в начале мы говорили про метрики эффективности для бизнеса?

Мы пока не научились считать, сколько кода от Code Assistant попало в репозиторий, но посчитали сколько кода принимают разработчики в течение рабочего дня. Сегодня 15% от всего кода за день разработчик пишет с помощью ассистента, а в мегабайтах это 800 Мб в день. Решение протестировали тысячи разработчиков Яндекса, 60% из которых стали постоянными пользователями сервиса.

Как добывается счастье

Итак, мы создали конвейер проверки гипотез и обучения моделей. С ноября прошлого года было около 3 000 запусков этого конвейера и более 40 внедрений в продакшн.

Но что еще нам дала работа над ассистентом? Конечно же опыт:

  • При создании нового всегда стоит думать, как это будет помогать вашим пользователям.

  • Важно определить продуктовую метрику.

  • Интуитивная и быстро рассчитываемая офлайн‑метрика — залог быстрого движения вперёд.

  • Если есть возможность — финальное решение о выкатке лучше принимать по онлайн‑метрикам.

  • Всегда стоит сомневаться в выборе приёмочных метрик.

  • Не стоит бояться менять метрики и сравнивать свой продукт с конкурентами.

Больше подробностей рассказываем на нашей ежегодной Practical ML Conf — увидимся там 14 сентября.

Источник

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  • 17.10.25 20:22 richardcharles

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

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  • 21.10.25 08:39 debby131

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  • 21.10.25 11:45 harristhomas7376

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  • 21.10.25 11:45 harristhomas7376

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  • 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

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 11:59 elizabethrush89

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  • 22.10.25 16:31 MATT PHILLIP

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  • 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

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  • 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

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  • 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

    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)

  • 27.10.25 11:15 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

  • 27.10.25 11:15 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

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 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

    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

  • 28.10.25 00:55 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

  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 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

  • 29.10.25 10:56 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

  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 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

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