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FREED++. Ускоряем поиск новых лекарств с помощью нейросетей

Привет! Меня зовут Александр Телепов, я — исследователь в Институте AIRI. Наша команда занимается применением глубокого обучения в науках о жизни. В сферу наших интересов входят такие задачи, как дизайн материалов, анализ растворимости или поиск новых лекарственных препаратов. Про последнее я бы хотел поговорить поподробнее.

О том, что сегодня для поиска новых соединений используют нейросети, слышали многие. Взять хотя бы нашумевший AlphaFold 3 от DeepMind, решающий задачу генерации трехмерной структуры разнообразных молекулярных комплексов. Существуют и другие задачи, в которых нейросети преуспели над классическими численными методами. Ярчайший пример — генерация молекул‑лекарств. Одним из самых заметных подходов к этой задаче стал фреймворк генерации молекул‑лекарств на основе методов обучения с подкреплением FREED. Но и он оказался далёк от идеала.

Не так давно наша научная группа воспроизвела, тщательно исследовала и существенно улучшила FREED. Мы представим свои результаты в журнале TMLR, статья доступна на архиве. Здесь же я кратко расскажу про сам FREED и его проблемы, а также суть наших исправлений этого подхода.

Разработка лекарственных препаратов

Сложно встретить сегодня человека, который никогда не принимал никакого лекарства. Точно так же сложно переоценить важность фармакологии и науки о разработке лекарственных препаратов. Для определенности мы будем называть лекарственными препаратами вещества, применяемые в профилактике, диагностике и лечении заболеваний.

Как правило, такая разработка происходит по схеме «лекарство‑мишень» в три этапа:

Сначала определяется мишень‑белок — ключевая молекула, вовлеченная в конкретный метаболический или сигнальный путь, связанный с определенным болезненным состоянием.
Определяется трехмерная структура белка (обычно методами кристаллографии).
Находится молекула с желаемым набором свойств, селективно взаимодействующая с белком‑мишенью.

Последняя задача является предметом изучения такой области как медицинская химия. В наиболее простом варианте основную задачу медицинской химии можно формализовать следующим образом:

Предложить химическое соединение (малую молекулу, лиганд), которое при связывании с интересующим белком существенно изменяет его функциональное состояние.

Количественно данный эффект выражается изменением энергии Гиббса для комплекса белок‑лиганд $\Delta G_{complex}$ . Оценка изменения энергии Гиббса — это отдельная сложная задача, которая решается методами молекулярного моделирования, как правило, методом молекулярного докинга. Отметим, что способность значительно изменять состояние конкретного белка‑мишени — это ключевое, но не единственное свойство вещества, определяющее возможность его использования как лекарственного препарата. При разработке лекарств следует учитывать множество других свойств: селективность образуемых взаимодействий (молекула должна избирательно взаимодействовать с белком, так как воздействие на другие белки в организме может вызвать нежелательные побочные эффекты), токсичность, реактивность, простоту синтеза и так далее.

Многофакторность проблемы привела исследователей к идее попробовать применить здесь методы глубокого обучения. В данном случае задача естественным образом формулируется в терминах генерации молекулярного графа, в узлах которого располагаются атомы, а рёбра соответствуют химическим связям. Один из DL‑подходов к такому построению — свести задачу к обучению с подкреплением, при условии, что мы умеем оценивать качество сгенерированного графа каким‑либо образом. Такой подход позволяет напрямую оптимизировать желаемые свойства молекулы, что хорошо соотносится с постановкой задачи из предыдущего параграфа. О RL и поговорим.

Обучение с подкреплением

Обучение с подкреплением — это фреймворк для оптимизации поведения агента в среде. Взаимодействие агента со средой происходит в замкнутом цикле. На каждой итерации взаимодействия агент, находясь в состоянии $s_t \in \mathcal{S}$ , выполняет действие $a_t \in \mathcal{A}$ . После выполнения действия среда переводит агента в состояние $s_{t+1}$ ( $s_{t+1} \sim \mathcal{P}(s_t, a_t)$ ) и выдает награду $r_t \in \mathbb{R}$ ( $r_{t} \sim \mathcal{R}(s_t, a_t, s_{t+1})$ ). Последовательность (s_0, a_0, r_0, s_1, a_1, r_1, ...) называется траекторией и обозначается $\mathcal{T}$ . Задача агента — найти стратегию $\pi(s_t)$ (правило, по которому сэмплируется $a_t \sim \pi(s_t)$ ), максимизирующую дисконтированную ожидаемую прибыль по всевозможным траекториям

$\mathbb{E}_{\mathcal{T} \sim \pi} \left[ \sum_{t=0}^{\infty} \gamma^{t} r_t \right] \xrightarrow[]{} \min_{\pi}.$

Формально, для постановки задачи обучения требуется определить кортеж ( $\mathcal{S}$ , $\mathcal{A}$ , $\mathcal{P}$ , $\mathcal{R}$ , $\gamma$ ), где $\mathcal{S}$ — пространство возможных состояний, $\mathcal{A}$ — пространство действий, $\mathcal{P}$ — функция динамики переходов, $\mathcal{R}$ — функция награды, $\gamma$ — коэффициент дисконтирования.

Данная задача хорошо изучена, и на сегодняшний день существует огромное количество методов ее решения. Для пространств состояний с большой размерностью и пространств со сложной структурой наиболее эффективно показали себя методы глубокого обучения с подкреплением, в которых функция ценности состояния (или состояния-действия) и/или стратегия агента параметризуются нейронными сетями.

Направленная генерация молекулярного графа

Как я уже отмечал выше, генерацию лигандов с желаемыми свойствами можно сформулировать в рамках фреймворка обучения с подкреплением. Для этого пространство состояний определяется как множество всевозможных молекулярных графов (отметим, что формально состояние также должно включать нотацию времени, оставшегося до конца эпизода), а действие, как правило, состоит из присоединения или удаления атома или молекулярного фрагмента.

Функцию награды можно ввести несколькими способами:

$r_{t+1} = J(s_{t+1}) - J(s_t)$

или

$r_{t+1}= \left\{ {\begin{array}{} 0 & если \ s_{t+1} - нетерминальное \ состояние; \\ J(s_{t+1}) & если \ s_{t+1} - терминальное \ состояние. \\ \end{array}} \right.$

где — свойство, которое нужно максимизировать. В простейшем случае в качестве можно взять некоторую оценку энергии связывания с конкретным белком (полученную, например, молекулярным докингом). Начинать генерацию можно со случайного, фиксированного или пустого фрагмента. Для обоих вариантов награды решение задачи обучения с подкреплением будет эквивалентно поиску лиганда с максимальной аффинностью (при $\gamma = 1$ ).

Схематически такой подход изображен на Рис.1.

Рис. 1. Схема генеративных методов, основанных на обучении с подкреплением. Агент принимает на вход текущее состояние и выбирает действие. Действие, как правило, состоит из присоединения молекулярного фрагмента к собранному на данный момент состоянию.

Отметим, что вплоть до появления модели FREED (то есть, конца 2021 года), в подавляющем большинстве работ по молекулярной генерации (CVAE, ORGAN, REINVENT, GraphVAE, MolGAN, JT‑VAE, GCPN) рассматривалась задача безусловной генерации, такой, в которой не принимается во внимание белок‑мишень (хотя были и исключения — LiGAN). Такие модели не являются оптимальными, поскольку терапевтический эффект молекулы существенно определяется её энергией связывания с целевым белком.

Метод FREED

В конце 2021 года на конференции NeurIPS был опубликован многообещающий подход генерации молекул-лекарств на основе методов обучения с подкреплением FREED. В отличии от большинства предыдущих работ, FREED учитывает биологическую мишень-белок при генерации лигандов. Кроме того, метод напрямую оптимизирует энергию связывания белка с лигандом. Отметим еще несколько полезных свойств FREED:

Фрагментная генерация существенно сокращает пространство возможных действий и состояний, позволяя эффективно обучать RL‑агента;
FREED работает над расширенным молекулярным графом — графом, в котором есть специальные вершины, точки присоединения (эти вершины определяют места, в которых были разорваны молекулярные связи в процессе фрагментации). Если присоединять фрагменты только к этим точкам, собираемая молекула будет автоматически удовлетворять правилам валентности при условии, что после терминального шага к молекуле будут добавлены недостающие водороды.

Результаты, описанные в статье FREED, действительно впечатляют. Однако в ходе проведения большого количества экспериментов и тщательного анализа исходного кода публикации мы выяснили, что предложенный метод имеет существенные ограничения и проблемы. А именно:

в существующей реализации присутствуют множественные баги;
протокол сравнения неконсистентен между предложенной моделью и бейзлайнами;
количество выбранных белков-мишеней для оценки качества недостаточно;
модель переусложнена и эффекты от ее отдельных частей недоисследованы.

От FREED к FFREED и FREED++

Чтобы избавиться от ограничений FREED мы тщательно исследовали исходный код публикации, исправили ошибки, провели дополнительные абляции, и упростили предложенную модель.

Перед тем, как описывать изменения внесенные в исходную модель, нужно более детально описать её саму. Однако поскольку исходная модель содержит в себе баги и неконсистентные блоки, это может ввести читателя в заблуждение. Поэтому я сначала опишу, как устроена исправленная модель FFREED (Fixed FREED), а затем приведу пример одного из найденных багов в модели.

FFREED

Рассмотрим, как устроен во FFREED выбор действия (архитектура политики, актор) и функция ценности состояния‑действия (критик).

Действие — это композиция трёх элементов. Первая компонента — это точка присоединения на молекуле, собранной к данному шагу. К этой точке будет присоединен новый фрагмент. Вторая компонента — фрагмент, который будет присоединен. Он выбирается из фиксированного словаря фрагментов, полученного в ходе процедуры фрагментации. И, наконец, третья компонента — точка присоединения на фрагменте.

Процесс выбора действия изображен на Рис. 2a.

Шаг 1: текущее состояние обрабатывается графовой сетью, и его эмбеддинг объединяется с эмбеддингами точками присоединения. После выбирается одна из точек присоединения a_1 , и ее эмбеддинг $\tilde{a}_1$ (более точно будет сказать эмбеддинг, обусловленный на эмбеддинг состояния) используется на следующем шаге.

Шаг 2: $\tilde{a}_1$ объединяется с эмбеддингами доступных фрагментов. Один из фрагментов выбирается как a_2 , и его эмбеддинг $\tilde{a}_2$ используется на следующем шаге (на самом деле выбор фрагмента устроен чуть более сложно, детальнее это описано в нашей статье).

Шаг 3: эмбеддинги точек присоединения выбранного фрагмента объединяются с $\tilde{a}_2$ . Наконец, одна из точек присоединения фрагмента выбирается как a_3 .

Критик: Эмбеддинги всех действий конкатенируются с эмбеддингом состояния и обрабатываются критиком (Рис. 2b).

Рис. 2. Схематические архитектуры актора и критика в модели FFREED.

Ниже мы опишем один из самых существенных багов, связанный с параметризацией критика (функции ценности состояния‑действия).

В оригинальной имплементации критик параметризован многослойным перцептроном, который принимает на вход конкатенацию 4 векторов:

1) эмбеддинга молекулы, полученного графовой нейронной сетью;

2) вектора вероятностей, ассоциированных с точками присоединения на молекуле;

3) one‑hot представления выбранного фрагмента;

4) вектора вероятностей, ассоциированных с точками присоединения на выбранном фрагменте.

В такой реализации есть две существенных проблемы. Во‑первых, критик не получает никакой информации о выбранных точках присоединения, так как оперирует только вероятностным распределением над этими точками. Во‑вторых, порядок, в котором сами вероятности подаются в критика, определяется внутренним представлением текущего состояния. Этот порядок может изменяться при присоединении новых фрагментов вдоль траектории. Таким образом, критик не может ассоциировать высокие награды за выбор определенных точек присоединения. Соответственно, задача выучить сколь бы то ни было разумную политику выбора точек присоединения становится неразрешимой. В нашей имплементации вместо векторов вероятностей мы подаем в критика эмбеддинги выбранных точек присоединения.

После исправления всех багов модель успешно справляется с оптимизацией награды, что хорошо видно на графике обучения, см. Рис. 3.

Рис. 3. Средняя награда (docking score) за эпизод в процессе обучения для белка USP7. Закрашенный регион обозначает 95-процентный доверительный интервал.

Кроме того, в абляциях мы исследовали, как устранение каждого бага к исходной модели FREED влияет на качество генерации. Оказалось, что исправление любого отдельного бага поодиночке не приводит к существенному улучшению качества — все ошибки необходимо исправлять совместно.

FFREED++

На следующем шаге мы значительно ускорили модель FFREED и уменьшили количество обучаемых параметров в ней. Получившуюся модель мы называли FREED++. Расскажу по порядку, что именно мы сделали.

Архитектура политики. Рассмотрим более детально, как устроена архитектура политики в моделях FREED и FFREED. Выбор действия происходит авторегрессионно, и каждая компонента действия a_i выбирается отдельной нейронной сетью. Устроены они однотипным образом, схематически изображенным на Рис. 4.

Рис. 4. Схема подсчета условной вероятности действий для FFREED и FREED++.

Каждая компонента политики вычисляет распределение вероятностей на множестве доступных опций при некотором условии. Например, для a_1 вычисляется вероятность выбора точки присоединения, при условии, что точка выбирается на молекуле, собранной к текущему шагу. Сначала эмбеддинг, ассоциированный с каждой опцией, сливается с эмбеддингом условия, например, эмбеддинги конкатенируются (на схеме функция слияния обозначена $f_{\phi}$ ). Затем эмбеддинг обусловленной опции обрабатывается многослойным перцептроном $f_{\psi}$ : $\mathbb{R}^{d} \xrightarrow{} \mathbb{R}$ , чтобы получить соответствующий логит. Наконец, условное распределение над опциями вычисляется оператором SoftMax (на самом деле, используется трюк Gumbel-Softmax, так как агент обучается методом SAC).

Функции слияния. Функция слияния (fusing functions) нужна для объединения нескольких эмбеддингов в один. В моделях FREED и FFREED в качестве функций слияния используются Multiplicative Interactions (MI). Пусть $x \in \mathbb{R}^{d_1}$ , $z \in \mathbb{R}^{d_2}$ представляют эмбеддинги, которые нужно объединить. Тогда, MI-слой примененный к и будет выглядеть следующим образом:

$\mathbf{f}^{MI}_{\phi_i}(x, z) = z^T \mathbf{W}_i x + \mathbf{U}_i z + \mathbf{V}_i x + \mathbf{b}_i,$

где $\mathbf{W} \in \mathbb{R}^{d_2 \times d_3 \times d_1}$ — это обучаемый трехмерный тензор, $\mathbf{U} \in \mathbb{R}^{d_3 \times d_2}$ , $\mathbf{V} \in \mathbb{R}^{d_3 \times d_1}$ — обучаемые матрицы, и $\mathbf{b} \in \mathbb{R}^{d_3}$ — смещение.

Отмечу, что MI‑слой содержит в себе вычисление билинейной формы, которое является дорогим с точки зрения времени и памяти.

Ускорение FFREED. Анализируя время вычисления различных частей политики, мы выяснили, что основное время тратится на шаге вычисления распределения вероятностей на множестве фрагментов. Это объясняется 3 факторами:

1) в качестве функций слияния используются MI‑взаимодействия;

2) входные эмбеддинги имеют высокую размерность (1024);

3) функцию слияния нужно вычислять раз, где — размерность словаря фрагментов (в оригинальной статье N=91 ).

Если набор опций фиксирован, то мы можем получить распределение над опциями альтернативным образом. Если — количество опций, то логиты можно получить непосредственно применив многослойный перцептрон $f_{\psi}$ : $\mathbb{R}^{d} \xrightarrow{} \mathbb{R}^{N}$ к эмбеддингу условия. В таком случае не требуется вычислять значение функции слияния ни разу, а вычисление $f_{\psi}$ требуется сделать всего один раз, вместо исходных раз.

В модели FREED++ мы заменили MI-слой на вычислительно более дешевую и часто используемую комбинацию конкатенации линейного слоя:

$\mathbf{f}^{CAT}_{\phi_i}(x, z) = \mathbf{Q}_i[x; z] + \mathbf{b}_i,$

Финальная модель FREED++, полученная после всех упрощений, оказалась быстрее в 8,5 раза и в 22 раза менее затратной по памяти, чем модель FFREED. Важно, что модель получилось ускорить без каких‑либо потерь в качестве генерации.

Таблица 1. Сравнение скорости FFREED и FREED++. Время обозначает количество секунд на 1 шаг градиентного спуска по батчу размера 100.

Сравнение с бейзлайнами

После исправления ошибок в исходном коде и оптимизации модели мы сравнили наш результат с другими существующими моделями на задаче генерации молекул с высокой аффинностью. В оригинальной работе протокол сравнения между бейзлайнами и моделью FREED неконсистентен, а набор тестовых белков недостаточен для аккуратного сравнения. В нашей работе мы расширили набор тестовых белков с 3 до 6, выполнили перебор гиперпараметров для бейзлайнов, добавили 2 метода для сравнения (комбинаторный генератор и Pocket2Mol, который и сегодня считается сильным бейзлайном), а также увеличили вычислительный бюджет для бейзлайн моделей (в оригинальной статье модели REINVENT и MolDQN были существенно недоучены).

Таблица 2. Сравнение FREED, FFREED и FREED++ с бейзлайнами на задаче оптимизации аффинности для белка USP7.

Наши результаты показывают, что модели FFREED и FREED++ способны генерировать молекулы с более высокими значениями аффинности, чем существующие подходы.

Заключение

Таким образом, у нас, кажется, получилось исправить, упростить и улучшить модель FREED, причём довольно неплохо. Однако будет лукавством заявлять, что мы достигли предела совершенства в задаче о генерации молекул‑лекарств методами глубокого обучения.

Как я уже упоминал RL — это лишь один из методов. Новые работы в области молекулярной генерации публикуются ежеквартально, и сегодня арсенал средств для поиска лекарств довольно велик.

На мой взгляд, наиболее интересными на данный момент являются диффузионные модели, восстанавливающие совместное распределение атомов малых молекул и белка. Однако они ограничены существующими датасетами, а также не способны (без дополнительных надстроек) оптимизировать энергию связывания, что является ключевым свойством лекарственного препарата. Кроме того, большинство из них работает только с небольшим куском (карманом) белка. Более реалистичный подход должен рассматривать весь белок, например, как это делается в AlphaFold 3.

Второй перспективный класс методов — генеративно‑потоковые нейронные сети. Их можно рассматривать как более эффективный вариант обучения с подкреплением, позволяющий генерировать более разнообразные молекулы с высокими значениями интересующих свойств. Однако и эти методы не лишены недостатков: разработка надежной функции награды, отражающей все желаемые свойства молекулы, является сложной задачей. Наиболее перспективным направлением, как мне кажется, станет разработка методов, комбинирующих эти два подхода.

Реализация FFREED и FREED++ доступна на нашем github, будем рады вашим звездочкам и форкам!

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12 сент. 2024 г.

09.10.25 08:23 pHqghUme

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15.10.25 21:52 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
17.10.25 20:17 tyleradams

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17.10.25 20:20 lindseyvonn

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17.10.25 20:22 richardcharles

I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
17.10.25 20:23 stevekalfman

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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
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

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22.10.25 11:59 elizabethrush89

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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

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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