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Н Новости

Могут ли трансформеры «думать»

Недавние исследования показывают, что модели трансформеров способны почти безошибочно решать задачи, требующие нескольких логических шагов. Например, из утверждения А вывести Б и дойти логически до В. И что удивительно, это достигается без использования Chain-of-Thought или особых промптов — только классический GPT-2. Давайте посмотрим, как трансформеры «думают» при решении задач рассуждения, и напишем для этого код с использованием библиотеки Hugging Face.

Привет! Меня зовут Роман и я сейчас получаю Ph.D. в Мюнхене. Одной из тем моей кандидатской является память и гроккинг. Этот концепт мне кажется очень необычным и кое-где противоречащим современным концепциям обучения ИИ. Иногда пишу в свой телеграмм канал про ИИ технологии, в частности про мои исследования в университете, стартапы, кастдевы и вообще все, что мне кажется интересным. В ближайшие месяца мечтаю начать вести эфиры с экспертами из разных областей и задавать им мои глупые вопросы.

Здесь могло быть ваше введение

Сегодня мы рассмотрим необычное явление — гроккинг. Но перед этим давайте определим, что я понимаю под рассуждением и какие задачи будем решать. Возьмём, к примеру, вопрос: «Как соотносится возраст Трампа и Байдена?» Чтобы ответить, вам нужно сначала вспомнить их возраст, а затем сравнить эти значения — это и есть рассуждение в два шага.

"В этой задаче нет ничего сложного, GPT-4 ответит на этот вопрос без проблем", — воскликнете вы. И да, и нет: некоторую часть задач (около 30%, если верить данным статьи) все передовые модели действительно решают, но это очень далеко от полного обобщения! В целом, задачи рассуждений с несколькими шагами остаются сложными для текущих моделей трансформеров, тогда как гроккинг достигает впечатляющих 99% точности.

Почему статья вообще так называется и как это связано с «думанием»? В таких логических задачах тебе необходимо не просто закончить предложение наиболее статистически верным вариантом, но проделать работу:

Понять, с какими объектами предстоит работать
Извлечь из памяти информацию об этих объектах
Выполнить логическую операцию — сравнение или композицию
Сформулировать ответ

Отчасти это напоминает цепочку рассуждений (Chain-of-Thought), когда модель генерирует все доступные данные и логику перед ответом, создавая своего рода «рассуждение, записанное на электронной бумаге». Однако в этой статье и подобных задачах все эти действия происходят в скрытой части трансформера — он выполняет все 4 пункта «в своём скрытом состоянии» и лишь затем выдаёт ответ в виде токенов.

С одной стороны, неявные рассуждения затрудняют интерпретацию модели. С другой — как мы увидим далее — они позволяют достичь обобщения на сложных задачах и добиться почти 100% точности.

Как читать эту статью

Мне хотелось оставить базу статьи достаточно простой, чтобы человек с минимальным пониманием работы нейронных сетей и программирования, мог познакомиться с концепцией. При этом я хотел оставить возможность для более глубокого погружения в сложные процессы. Если вы хотите больше фактов, разобраться в коде или получить детальное объяснение — читайте все спойлеры. Если же вам нужен базовый уровень, спойлеры можно пропустить — основные идеи будут понятны и без них.

Гроккинг

Обобщение в контексте машинного обучения — это способность модели применять полученные знания к новым, ранее не встречавшимся данным или ситуациям.

Представим, что мы собрали данные для ИИ-калькулятора: 500 примеров умножения вида 2 × 3 = 6, 4 × 2 = 8 и так далее. Мы обучили модель на этих данных и теперь проверяем её на тестовой выборке: 10 × 10 = 100, 10 × 11 = 110 — примеры, которых модель не видела во время обучения. Способность к обобщению означает применение алгоритмов, изученных во время тренировки, к новым данным. Если модель не дала ни одного правильного ответа, мы говорим, что обобщения не произошло — вероятно, она просто «запомнила» тренировочный набор данных.

Современные постулаты ИИ говорят, что если у модели высокая метрика на тренировочной выборке, но низкая на тестовой — это переобучение. В таком случае в тренировочную выборку расширяют примерами, применяют регуляризацию или что-то еще. Потому что при наличии огромного объёма тренировочных данных, как и при регуляризации, модель физически не способна всё запомнить — ей приходится искать более эффективные подходы. Но необходима ли эта избыточность? Гроккинг ставит это под сомнение.

Гроккинг— это феномен отложенного обобщения модели на небольших наборах данных.

Метрики на тренировочной и тестовой выборке для задачи модульного деления. Модель через 100 итерацией достигает 100%, и лишь через 1 миллион итераций достигает такого же результата на тестовой.

Гроккинг открыли в каких-то подземных лабораториях OpenAI, откуда исследователей, видимо, не выпускали без паспортов и заставляли придумывать самые странные эксперименты, иначе как они до такого дошли, я понять не могу. Они решили обучить модель на небольшом наборе данных с примером модульного деления — то есть натренировать калькулятор. Что-то у них ничего не шло до тех пор, пока кто-то не оставил включенным компьютер на ночь. Модель всю ночь обучалась, и оказывается, если долго обучать, то модель начинает учиться более обобщённому алгоритму, а не просто запоминать все данные.

Из графика можно увидеть, что отложенность у обобщения довольно значительная: модель запомнила тренировочную выборку за тысячу итераций, а для тестовой потребовался миллион. Если перенести эти масштабы на современные языковые модели, обучение которых занимает недели или месяцы, гроккинг увеличил бы этот период до сотен лет. Неудивительно, что данному явлению уделяется так мало внимания — на данный момент оно не слишком эффективно.

Гроккинг в логических задачах

Хватит с историей, давайте перейдем к статье. В ней рассматриваются два набора данных: сравнение фактов и их композиция. Мы поочередно рассмотрим каждую задачу.

Важно отметить, что мы используем знакомые сущности и отношения между ними лишь для простоты. В оригинале они представлены абстракциями, которые можно заменить чем угодно: от госдолга стран до результатов теста твоих друзей "Кто ты из Смешариков".

Из чего состоят эти наборы? У нас есть атомарные факты и выведенные факты. Атомарные факты — это неоспоримые истины, на которых строится вся наша логика: вода кипит при 100 градусах Цельсия, Трампу 78 лет и так далее. Из этих атомарных фактов мы хотим вывести новую информацию: либо их отношение (одно меньше другого), либо их композицию (из А следует Б, из Б - В, значит из А следует В). Давайте рассмотрим на примере, как это работает.

Сравнение

Сравнение, как мы уже поняли, это когда что-то сравнивают. Например, возраст людей, их зарплату или что угодно. Ключевая идея здесь в том, что у сущностей есть определённые значения, и наша задача — сопоставить эти значения между собой.

В задаче сравнения атомарные факты — это значения атрибутов, например, возраст Трампа и Байдена. Выведенные факты — результат их сравнения.

Атомарные факты:

Возраст Трампа 78 лет
Возраст Байдена 82 года

Выведенный факт:

Байден старше Трампа.

Про абстрактность данных

Как уже было сказано, данные в датасете представлены в более абстрактном формате.

Атомарный факт:
<e_488><attr_0><1></a>

<e_488> - сущность номер 488
<attr_0> - атрибут номер 0
<1> - значение атрибута у сущности

Выведенный факт:
<attr_2><q><e_621><mask><e_545><attr_2_2></a>

<attr_2><q> Сравнивается аттрибут 2
<e_621><mask><e_545> у сущностей #612 и #545
<attr_2_2> - аттрибут 2 больше у #621

По сути своей, в этой части

<attr_2><q><e_621><mask><e_545>

задается вопрос: “Как соотносится аттрибут 2 у сущности 621 по сравнению с 545?”. Он может быть больше, меньше или равен. Соответственно, это отражается в следующем токене: <attr_2_0>, <attr_2_1>, <attr_2_2> - равен, меньше или больше.

Композиция

Композиция несколько сложнее сравнения. В общем виде, композиция — это своего рода объединение фактов. Например, если из факта 1 следует факт 2, а из факта 2 следует факт 3, то из факта 1 следует факт 3. Связи между сущностями в этом случае называются отношениями.

Например, Миша женат на Свете, а у Светы есть подруга Вика. Отсюда следует, что подруга жены Миши — Вика. Обратите внимание, мы не упоминали Свету напрямую — иначе задача из двухшаговой превратилась бы в одношаговую. Если мы не указываем явно промежуточную сущность, то на первом этапе нам нужно определить, кто жена Миши — Света. И только во втором шаге — кто подруга Светы.

Атомарные факты:

Миша женат на Свете.
Света дружит с Викой.

Выведенный факт:

Подругу жены Мишы зовут Вика

или, выражаясь более формально:

Миша женат дружит с Викой

Еще немного про абстрактность

Давайте посмотрим на более абстрактный набор

Атомарные факты:
1. <e_1034><r_6><e_339></a>
2. <e_339><r_85><e_1745></a>

Тут присутствуют уже знакомые нам сущности, но есть и новые части - <r_x> - отношения между сущностями. Так как это абстракция, то может быть там что угодно - от социального статуса, физической принадлежности (колесо - часть машины) до всего, что можно выразить подобным образом.

Что тут могло бы быть:
1. <Миша> <женат> <Света> </a>
2. <Света> <дружит> <Вика></a>

Выведенные факты:

<e_1034><r_6><r_85><e_1745></a>

Здесь присутствует неявная сущность - Света. Она не упоминается в примере явно, но косвенно на нее указывает связь <r_6>, или женат. То есть, переводя на естественный язык, это было бы так:

<Миша><женат><дружит><Вика></a>

Так имеют ли трансформеры думать?

Да!

(Слева) График метрик для композиции. (Справа) График метрик для сравнения. Красная линия - точность на тренировочной выборке. Зеленая линия - точность на тестовой выборке. Синяя линия - точность на тестовой выборке, где модель не видела ни одной связи с сущностями, то есть не было выведенных фактов. О ней поговорим чуть позже

С помощью гроккинга возможно решение обоих типов задач: композиции и сравнения. В обоих случаях модель достигла 100% точности на обучающей выборке примерно к 1000-му шагу. Однако если тренировать модель в 300 раз дольше (до 300 000 шагов), то 100% точность достигается и на тестовой выборке. Неочевидный механизм, не правда ли? Он становится еще более неочевидным, если не выполнить одно важное условие.

Качество данных

Качество данных — необходимый элемент, без которого эта "магия" не сработает. Под качеством данных здесь подразумевается соотношение выведенных фактов к атомарным. При этом, по заявлению авторов, количество данных не коррелирует ни с достижением метрики, ни со скоростью её достижения.

(Слева) График тестовой метрики от соотношения выведенных / атомарных фактов. Можно заметить, что если соотношения 3.6 (то есть на 1 атомарный факт приходится 3.6 выведенных), то сходимость не наступает. В целом, чем выше соотношение, тем быстрее сходимость. (Справа) График тестовой метрики в зависимости от размера набора данных - 2, 5 и 10 тысяч.

Очевидно, что эти значения специфичны для задач и данных, сгенерированных авторами, но тенденция интересная. Если подумать, то соотношение 3,6 уже весьма высокое для реальных данных, не говоря уже о 12 и 18. Возьмём, к примеру, Википедию — статьи там в основном написаны в "атомарном стиле", без явных примеров рассуждений и композиции. В нашем неструктурированном мире обработки естественного языка преобладают атомарные факты, а выведенных гораздо меньше. Возможно, именно здесь кроется причина "ограниченности" моделей?

Ну ладно, если вы уже собрались уходить читать следующую статью, то задержитесь еще на пару минут - сейчас мы посмотрим, как это работает на практике. Авторы любезно предоставили свою интерпретацию происходящего с экспериментами и картинками - любопытно же, как и чему модель обучается.

Как это работает?

Любую нейронную сеть можно представить как функцию f(x), преобразующую набор входных токенов x в набор сгенерированных токенов y. На самом деле, эта большая функция f состоит из множества вложенных функций: f1(f2(f3(x))). Это я абстрактно веду к тому, что сложность и эффективность трансформера определяется сложностью и эффективностью преобразований, которые он выполняет от слоя к слою и их взаимодействием.

Если коротко, это и есть ответ! Во время гроккинга, внутри трансформера формируются более эффективные преобразования и их взаимодействия на уровне слоев. Благодаря этому появляется способность к обобщению — более практичный способ решать задачи по сравнению с простым запоминанием. А если длинно, давайте разберёмся.

Обучение модели

Когда модель начинает обучаться, она находит простейший способ решения задачи — запоминание всех фактов. Это объясняет, почему на тренировочной выборке метрика так быстро достигает 100%. Со временем гроккинг может наступить или нет. Если мы вспомним, отчего это зависит, а это — соотношение выведенных фактов к атомарным, то шторка неизвестности начнет приоткрываться. Гроккинг наступает при высоком соотношении фактов, так как у модели появляется стимул искать более эффективный способ решения задачи, помимо запоминания.

Исследователи обнаружили, что модель внутри начинает разделяется на две части. В нижних слоях она находит у себя в памяти сущность, используя первое отношение (жена Мишы - Света). Затем, модель в верхних слоях пытается связать этот найденную сущность и второе отношение (подруга Светы - Вика).

Получается, что модель разделяется на этапы, соответствующие шагам рассуждения. Хотя мы не упоминали Свету явно в нашем примере, модель всё равно находит её на первом этапе, так как это необходимо для определения её подруги. Вместо простого запоминания Миша-Вика, что является менее эффективным, формируется схема для поиска Миша-Света-Вика.

Нижние слои (0-5):
Получают информацию о связующей сущности (Света)
Сохраняют информацию о её связи со второй сущностью для последующего извлечения
Верхние слои (5-8):
Выполняют второй шаг рассуждения, извлекая оставшуюся информацию — связь между связующей и конечной сущностями (Вика)
Передают информацию в конечный слой, где модель использует её для формирования ответа

Если умножить скрытое состояние на нашу матрицу эмбеддингов, мы получим распределение токенов. На 5 слое, первый узел содержит связующую сущность, а второй узел передает второе отношение дальше.

Та синяя линия на графике, или неэффективность архитектуры трансформера

Помните, у нас чуть выше был график данных и там была странная линия Test (OOD — Out of Distribution), которая никак не хотела расти выше 5%? Если вкратце, модели вообще не показывали выведенные факты об этих сущностях.

Давайте рассмотрим пример: у нас есть Антон, женатый на Маше, а у Маши есть подруга Катя. Во время обучения модели предоставили все атомарные факты об этом, но не дали выведенных. То есть модель знает, что Антон женат на Маше, а подруга Маши — Катя, но во время обучения ни разу не отвечала на вопросы вроде "Кто подруга жены Антона?". То есть, модель знает все связи, знает логику работы этих связей, но почему-то, если в тренировочную выборку не включить примеры использования этих связей, то у нее не получится ответить на эти вопросы в тесте. Честно говоря, такое поведение кажется несколько нелогичным — ведь на остальные вопросы модель отвечает без проблем. Но у авторов статьи и на это нашелся ответ!

Как мы выяснили, извлечение фактов второго шага — когда мы нашли жену и хотим найти её подругу — происходит в верхних слоях (5-8). Исследователи пришли к выводу, что модели просто незачем хранить в памяти атомарные факты второго шага в верхних слоях, если они не использовались во время обучения — модели они были не нужны. Модель может понять, что Маша — жена Антона, но когда она пытается понять, кто же подруга Маши, она осознает, что не знает этого… По крайней мере в верхних слоях.

Из-за особенностей архитектуры памяти трансформера, а именно отсутствия общей "шины" памяти, факты в первых и последних слоях никак совместно не используются. Поэтому если у модели нет причин хранить данные в верхних слоях, она не сможет решить задачу на примерах, которых никогда не видела.

Совсем немного про сравнение

Для задачи сравнения модель способна к обобщению на Test (OOD) и вот почему: формируется параллельная схема с несколько иным алгоритмом работы.

Первые слои (0-5) отвечают за извлечение фактов о сущностях. Таким образом, модели не нужно хранить атомарные факты в разных своих частях.
Верхние слои (5-8) сравнивают извлеченные значения и определяют отношение — больше, меньше или равно.

Резюме

Гроккинг — феномен отложенного обобщения модели на небольших наборах данных.
Благодаря гроккингу модель формирует более эффективные алгоритмы решения задач, достигая до 100% точности на тестовой выборке.
Качество данных критично для гроккинга — ключевое значение имеет соотношение выведенных фактов к атомарным.
В процессе обучения модель разделяется на две части:
- Нижние слои (0-5) выполняют первый шаг — получают значения сущностей или ищут связующую.
- Верхние слои (5-8) объединяют полученные факты или сравнивают значения.
Текущая архитектура памяти трансформера не позволяет ей эффективно делиться знаниями и фактами между слоями, поэтому в задаче композиции модель не смогла обобщиться полностью

Практика

Давайте попробуем повторить результаты и поведение гроккинга на таком же наборе данных, что и у авторов. Мы сделаем несколько изменений для простоты, о которых я буду сообщать по ходу. Весь код будет доступен в виде ноутбука. Найти ссылка на него и на данные вы сможете в самом конце статьи.

Мы будем использовать библиотеку Hugging Face и её реализацию класса для простого обучения модели — Trainer. С его помощью модель можно обучить всего за несколько строк кода. В нашем примере мы сосредоточимся на задаче сравнения, но этот же код можно применить и для задачи композиции.

Данные

Как мы уже разбирали ранее, данные представляют из себя абстрактные сущности.

{
  'input_text': '<e_156><attr_0>',
  'target_text': '<e_156><attr_0><4></a>',
  'type': 'id_atomic'
}

В оригинальной статье используется seq2seq модель, поэтому здесь есть input_text и target_text, который модель должна сгенерировать. Мы будем работать с классическим предсказанием следующего токена, поэтому понадобиться лишь target_text. Атрибут type говорит нам, что именно это за данные - атомарный факт, выведенный факт или что-то еще. Вот какие значения могут быть:

id_atomic - атомарный факт
ood_atomic - атомарный факт, для которого нет выведенных в тренировочной выборке
train_inferred - выведенный тренировочный факт
test_inferred_iid - выведенный тестовый факт (атомарные факты были в каких-то других выведенных фактах)
test_inferred_ood - выведенный тестовый факт (атомарные факты не были в каких-то других выведенных фактах)

Для простоты и скорости тренировки, использовать будем соотношение выведенных к атомарным фактам — 12.6, то есть почти 13 выведенных фактов на 1 атомарный.

train.json
{
  'id_atomic': 18000, 
  'ood_atomic': 2000, 
  'train_inferred': 226800
}

test.json
{
  'test_inferred_ood': 3000,
  'test_inferred_iid': 3000,
  'train_inferred': 3000
}

Читаем данные

with open('train.json', 'r') as f:
   train = json.load(f)

with open('test.json', 'r') as f:
   valid = json.load(f)

Токенизатор и словарь

В статье используется уже готовый словарь с токенами, который был составлен вместе с генерацией набора данных. Можно использовать его, но мы не ищем легких путей, поэтому натренируем свой токенизатор и составим словарь под нас.

Импорты

from datasets import Dataset, DatasetDict
from tokenizers import Tokenizer
from tokenizers.models import BPE
from transformers import GPT2TokenizerFast
from tokenizers.trainers import BpeTrainer
from tokenizers.pre_tokenizers import Whitespace
from tokenizers.decoders import ByteLevel

Инициализируем токенизатор. Использовать будем Byte Pair Encoding - изначально он был представлен вместе с первыми GPT моделями, и до сих пор там используется. И раз в дальнейшем мы будем работать с GPT-2 small моделью, то этот выбор энкодера логичен.

Byte Pair Encoding работает, как ни странно, с байтами и объединяет их часто встречающиеся последовательности в токены. Благодаря этому разбиваются основы и окончания слов. Например, "lower" = "low" + "er" и "lowest" = "low" + "est". Мы не будем углубляться в эту тему, так как она не является основной в нашей статье. Если вам интересно узнать больше, можете почитать тут.

Это особенно полезно для нашей задачи, поскольку наши примеры не разделены пробелами и фактически представляют собой одно длинное слово. Благодаря работе на уровне байтов, нам не нужно вручную разбивать этот текст на отдельные токены — энкодер сам определит, что следует объединить, а что разделить.

Инициализация

tokenizer = Tokenizer(BPE())
tokenizer.pre_tokenizer = Whitespace()
tokenizer.decoder = ByteLevel()
# добавляем специальные токен
SPECIAL_TOKENS = ["<q>", "<pad>", "</q>", "<unk>", "<mask>", "<a>", "</a>"]

trainer = BpeTrainer(min_frequency=1, special_tokens=SPECIAL_TOKENS)

Напишем небольшую функцию, где натренируем наш токенизатор из итерируемого объекта. В нашем случае это будет просто list с текстами. Затем закодируем какой-нибудь случайный текст и декодируем его, чтобы проверить адекватность нашего подхода.

Тренируем токенизатор

def train_tokenizer(texts, save_path = None):
    tokenizer.train_from_iterator(texts, trainer=trainer)

    print('Обучение завершено. \nВсего токенов в словаре {}.\nПримеры токенов:\n{}'.format(
        tokenizer.get_vocab_size(),
        '\n'.join(["{} - {}".format(token, token_id) for token, token_id in tokenizer.get_vocab().items()][:10])
    ))

    fast_tokenizer = GPT2TokenizerFast(tokenizer_object=tokenizer)
    fast_tokenizer.add_special_tokens({'pad_token': '<pad>'})

    # проверим, что вышло
    for text in texts[:1]:
        encoded_text = fast_tokenizer.encode(text)
        decoded_text = fast_tokenizer.decode(encoded_text)
        tokenized_text = fast_tokenizer.tokenize(text)

        print('\n\nОригинальный текст: {}\nТокенезированный: {}\nЗакодированный: {}\nДекодированный: {}'.format(
            text, tokenized_text, encoded_text, decoded_text
        ))

    if save_path is not None:
        fast_tokenizer.save_pretrained(save_path)

# обучаем токенайзер на всех данных
train_texts = [row['target_text'] for row in train]
all_texts = train_texts + valid_texts
train_tokenizer(all_texts, save_path = 'tokenizer')

И вот что получилось

Обучение завершено. 
Всего токенов в словаре 1132.
Примеры токенов:
6 - 14
e_299 - 664
e_105 - 511
e_143 - 684
e_585 - 317
e_805 - 475
e_363 - 710
e_655 - 268
e_17 - 188
e_771 - 999


Оригинальный текст: <e_156><attr_0><4></a>
Токенезированный: ['<', 'e_156', '><', 'attr_0', '><', '4', '>', '</a>']
Закодированный: [18, 612, 29, 67, 29, 12, 19, 6]
Декодированный: <e_156><attr_0><4></a>

Из хороших новостей: токенизатор правильно выделил атрибуты, сущности и ответы для сравнения в разные токены — ура! Из плохих: токенизатор считает скобочки >< за отдельные токены: это увеличивает длину наших токенизированных предложений и может добавить шум, когда мы соберёмся модель интерпретировать, но для наших целей этого достаточно.

Конфигурация модели

Давайте посчитаем оптимальную конфигурацию для нашего трансфомера. Для этого нужно посчитать длину токенизированных предложений - так мы поймем, какой потребуется контекст. С оригинальным контекстом GPT-2 в 1024 токенов работать смысла нет, так как у нас ограниченный вход, а увеличенный контекст лишь увеличит вычислительные затраты.

Считаем длину наших токенов

tokenizer = GPT2TokenizerFast.from_pretrained("tokenizer")

# подсчитаем максимальную длину токенизированного текста, чтобы оптимизировать трансформер
Counter([len(tokenizer.encode(text)) for text in all_texts])

Counter({8: 25000, 14: 235800})

Максимальная длина последовательности оказалась 14 токенов. При работе с GPU эффективнее использовать гиперпараметры, являющиеся степенью двойки или хотя бы чётным числом. Это оптимизирует обработку данных на GPU. Ближайшая к 14 степень двойки — 16, поэтому установим её как максимальную длину нашей последовательности. Также определим конфигурацию модели, взятую из оригинальной статьи.

Определеяем конфиг

MODEL_SIZES = ['small', 'medium']
MAX_SEQ_LEN = 16

# Используем самую маленькую модель
model_size = MODEL_SIZES[0]

# инициализация конфига - тут указываем все гиперпараметры, которые могут нам потребоваться
if model_size == 'small':
    n_embd = 768
    n_layer = 8
    n_head = 12

else:
    n_embd = 1024
    n_layer = 16
    n_head = 16
    
config = GPT2Config(
    vocab_size=tokenizer.vocab_size,
    n_positions=MAX_SEQ_LEN,
    n_ctx=MAX_SEQ_LEN,
    n_embd=n_embd,
    n_layer=n_layer,
    n_head=n_head,
    pad_token_id=tokenizer.pad_token_id,
)

model = GPT2LMHeadModel(config)

Подготовка данных

Теперь поработаем с данными. Наша задача — токенизировать текст, дополнить его паддинг-токенами до максимальной длины, если необходимо, и преобразовать в формат, подходящий для работы с trainer. На этом, в целом, всё. Использовать будем класс dataset.

Обрабатываем данные

# функция токенизации
def preprocess_function(examples):
    model_inputs = tokenizer(examples['target_text'], truncation=True, padding='max_length', max_length=MAX_SEQ_LEN)
    return model_inputs
# преобразуем из list в dataset
dataset_train = Dataset.from_list(train)
dataset_valid = Dataset.from_list(valid)
# токенизируем и заполняем [pad]
dataset_train = dataset_train.map(preprocess_function, batched=True)
dataset_valid = dataset_valid.map(preprocess_function, batched=True)
# посмотрим, что получилось
dataset_valid

Dataset({
    features: ['input_text', 'target_text', 'type', 'input_ids', 'attention_mask'],
    num_rows: 14000
})

В тестовом наборе данных получилось 14 тысяч примеров. У нас есть уже знакомые поля input_text, target_text, type. Но еще добавились два новых: input_ids, attention_mask. Посмотрим на них

Выводим новые поля

dataset_valid['input_ids'][0], dataset_valid['attention_mask'][0]

([18, 56, 19, 0, 18, 751, 19, 4, 18, 1052, 29, 105, 19, 6, 1, 1],
 [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0])

input_ids представляет собой токенизированный текст. Как можно заметить, повторяющиеся 1 в конце — это наши [pad] токены. attention_mask — набор 1 и 0, указывающий трансформеру, какие токены не нужно включать в механизм внимания. В нашем случае это [pad] токены.

Теперь что мы не сделали еще: не подготовили данные для метрик! Следуя оригинальной статье, подготовим train, test (iid) и test (ood). Для этого возьмем все данные из нашего dataset_valid, которые обладают соответствующим типом.

Формируем тестовые наборы

train_questions = dataset_valid.filter(lambda x:  x['type'] == 'train_inferred' )
valid_questions_iid = dataset_valid.filter(lambda x: x['type'] == 'test_inferred_iid')
valid_questions_ood = dataset_valid.filter(lambda x: x['type'] == 'test_inferred_ood')

Метрики

Последний рывок перед обучением! Для наглядности и простоты, код будет не самым эффективным и стабильным, но для наших учебных целей вполне приемлем.

Наша модель отдаст нам распределение вероятность на наши токены, поэтому первое, что необходимо сделать - взять наиболее вероятные токены на каждую позицию контекста.

Берем токен с наибольшей вероятностью

  predictions, labels = eval_pred
  # получаем наиболее вероятный токен
  predictions = np.argmax(predictions, axis=-1)

Теперь для простоты реализации, давайте декодируем текст, то есть переведем его обратно из токенов в слова

Декодируем

decoded_preds = tokenizer.batch_decode(predictions, skip_special_tokens=False)
decoded_labels = tokenizer.batch_decode(labels, skip_special_tokens=False)

А теперь, главный трюк! Так как адекватных токенов-разделителей у нас нет, просто подсчитаем на каком месте должно стоять предсказываемое слово - в нашем случае на 5 для сравнения и 3 для композиции.

Совсем не костыли

label_text = [l.split('><')[5].strip() for l in decoded_labels]       
pred_text = [p.split('><')[5].strip() for p in decoded_preds]


# раскомментируйте если хотите работать с задачей композиции
# label_text = [l.split('><')[3].strip() for l in decoded_labels]
# pred_text = [p.split('><')[3].strip() for p in decoded_preds]

И подсчитаем метрику accuracy — долю точно совпавших предсказанных слов.

Считаем метрику

correct = sum([1 if pred == label else 0 for pred, label in zip(pred_text, label_text)])
total = len(label_text)
accuracy = correct / total

Добавим теперь try-except, потому что код… в общем, у нас же нет гарантии, что в предсказанном моделью тексте будет 5 символов «><». Их может быть 3, 2 или вообще не быть, если модель только начала обучаться. Но не обращайте на это внимания — скажем, что легаси, и менять его нельзя — так и пройдем ревью. Кстати, не используйте общий блок try-except как здесь - это плохая практика. И обернем все в функцию.

Фунеция подсчетка метрики

def compute_metrics(eval_pred):
    try:
        predictions, labels = eval_pred
        # получаем наиболее вероятный токен
        predictions = np.argmax(predictions, axis=-1)
        labels[labels == -100] = tokenizer.eos_token_id
        # декодируем текст, чтобы получить представление
        decoded_preds = tokenizer.batch_decode(predictions, skip_special_tokens=False)
        decoded_labels = tokenizer.batch_decode(labels, skip_special_tokens=False)
        # к сожалению, авторы не сделали более адекватных ограничителей вопрос - ответ, типа <a></a>,
        # поэтому считаем количество скобочек, где должен находится наш ответ
        label_text = [l.split('><')[5].strip() for l in decoded_labels]
        pred_text = [p.split('><')[5].strip() for p in decoded_preds]

        # раскомментируйте если хотите работать с задачей композиции
        # label_text = [l.split('><')[3].strip() for l in decoded_labels]
        # pred_text = [p.split('><')[3].strip() for p in decoded_preds]


        # пример наших предсказания и ответов
        print('\n\n\nfiltered: ', label_text[:5], pred_text[:5])
        # считаем accuracy
        correct = sum([1 if pred == label else 0 for pred, label in zip(pred_text, label_text)])
        total = len(label_text)
        accuracy = correct / total
    except Exception as e:
        print(repr(e))
        accuracy = 0

    return {"accuracy": accuracy}

Теперь добавим callback для нашего trainer - без него он ничего сохранять не будет.

Callback

class TrainMetricsCallback(TrainerCallback):
    def on_step_end(self, args, state, control, **kwargs):
        if state.global_step % args.eval_steps == 0:

            train_metrics = trainer.evaluate(train_questions)
            valid_iid_metrics = trainer.evaluate(valid_questions_iid)
            valid_ood_metrics = trainer.evaluate(valid_questions_ood)

            with open(os.path.join(args.logging_dir, "metrics_log.txt"), "a") as f:
                f.write(f"Train Step {state.global_step}: {train_metrics}\n")
                f.write(f"Valid IID Step {state.global_step}: {valid_iid_metrics}\n")
                f.write(f"Valid OOD Step {state.global_step}: {valid_ood_metrics}\n")

Обучение

Наконец, мы добрались до главного. Давайте определим конфиг для нашего обучения. Вы можете оставить все параметры без изменений, но если ваша видеокарта не справляется с большим размером батча (batch size), или наоборот — поддерживает функции bf16 или torch.compile (требуются новейшие видеокарты), обязательно включите их. Это существенно сократит время обучения.

Определеяем параметры обучения

BATCH_SIZE = 512

training_args = TrainingArguments(
    # куда сохранять веса
    output_dir="./results",
    # сколько весов сохранять
    save_total_limit=2,
    # тут понятно
    learning_rate=1e-4,
    # batch_size для этапов тестирования и тренировки
    per_device_train_batch_size=BATCH_SIZE,
    per_device_eval_batch_size =BATCH_SIZE,
    # сколько примеров аккумулировать на gpu во время evaluate() перед тем, как отдать cpu
    # чем больше число, тем меньше задержка из-за передачи данных с gpu на cpu, но расходуется больше vram gpu
    # ставьте максимальное число, которое позволяет ваша видеокарта
    eval_accumulation_steps=5,
    # логгировать ли первый шаг
    logging_first_step=True,
    # раз в сколько шагов считать метрики
    eval_steps = 500,
    # количество эпох обучения
    num_train_epochs=4000,
    # без комментариев
    weight_decay=1,
    # раз в сколько шагов логгировать. это не подсчет метрик - тут просто выводится loss и на каком шаге модель сейчас
    logging_steps=200,
    # куда записывать логи
    logging_dir='.',
    # сколько cpu использовать для предобработки данных
    dataloader_num_workers=4,

    # если ваша видеокарта позволяет, ставьте True
    torch_compile=False,
    # что-то одно
    bf16 = False,
    fp16 = False
)

Теперь определяем специальные классы для trainer и сам trainer. Это DataCollatorForLanguageModeling - он подготавливает данные для задачи предсказания следующего токена. Делает соответствующую предобработку - добавляет padding (нам не нужно), преобразует input_ids и attention_mask в формат задачи и добавляет дополнительные маски, если требуется.

Инициализируем trainer

# mlm - masked language modelling. когда мы маскируем определенный % нашего текста
# используется, например, в BERT
data_collator = DataCollatorForLanguageModeling(tokenizer, mlm=False)

trainer = Trainer(
    model=model,
    args=training_args,
    train_dataset=dataset_train,
    eval_dataset=valid_questions_iid,
    data_collator=data_collator,
    compute_metrics=compute_metrics,
    callbacks=[TrainMetricsCallback()]  # Добавление callback для подсчета метрик
)

И все! Можно запускать обучение.

Запуск

trainer.train()

Теперь вы можете увидеть прогресс обучения модели.

Скажу честно, терпения на Google Colab с T4 видеокартой у меня не хватило, поэтому я воспользовался своей. Проводил я все эксперименты на A100 с 80 ГБ VRAM, но вам столько не нужно. У меня утилизировалось всего 5–6 ГБ. Можете уменьшить batch_size и понизить это потребление ещё сильнее. В любом случае, гроккинг — дело долгое. У меня ушло приблизительно 8 часов, чтобы достичь 100% на тестовом наборе.

Результаты

(Слева) функция потерь (Справа) Точность на данных. Можно заметить, что функция потерь растет до определенного момента, а для OOD все время. Через 150,000 шагов достигается 100% точность на тестовой выборке.

Как мы видим, график приблизительно напоминает график из статьи. Только там использовалась log-шкала, а у нас обычная. До 50,000 шага можно наблюдать просадку в точности для OOD данных. Затем точность растет на обоих датасетах и сходится к 100% примерно на 150,000 шаге.

Выводы

Поздравляю! Мы успешно достигли гроккинга. Наша модель прошла путь от неопытного смешарика, который просто запоминает все значения, до опытного эксперта, способного строить сложные цепочки рассуждений.

Данный подход довольно нетривиален и требует очень качественных данных. Как мы видим, работали в этой статье с задачами синтетическими, имеющими графовую структуру. Что будет, если связность графа мала? Как нам применять этот подход в реальных задачах? Этому сейчас посвящена как раз моя кандидатская отчасти, поэтому можете найти ответы на эти вопросы здесь:

Если у вас остались вопросы - приглашаю в комментарии для обсуждения.

Источник

Теги

Ethereum

Категория

Новости

Дата

1 сент. 2024 г.

12.11.25 09:37 patricialovick86

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13.11.25 19:01 peggy09

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
13.11.25 20:05 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
13.11.25 20:05 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
13.11.25 22:51 ashley11

Recover All Lost Cryptocurrency From Scammers
13.11.25 22:52 ashley11

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13.11.25 23:36 daisy

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
14.11.25 03:42 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
14.11.25 03:42 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
14.11.25 08:38 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
14.11.25 10:39 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 $184,000 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 a crypto recovery agent. 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.
14.11.25 12:12 daisy

i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
14.11.25 15:07 caridad

Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.
14.11.25 18:33 justinekelly45

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14.11.25 20:56 juliamarvin

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15.11.25 12:47 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 $184,000 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 a crypto recovery agent. 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.
15.11.25 14:39 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
15.11.25 14:39 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
15.11.25 15:31 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 $184,000 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 a crypto recovery agent. 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.
15.11.25 15:52 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
16.11.25 14:43 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
16.11.25 14:44 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
16.11.25 20:38 [email protected]

A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
17.11.25 03:24 johnny231

INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job
17.11.25 11:26 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
17.11.25 11:27 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
19.11.25 01:56 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
19.11.25 08:11 JuneWatkins

I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)
19.11.25 08:26 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])
19.11.25 08:27 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
19.11.25 16:30 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
19.11.25 16:30 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
20.11.25 15:55 mariotuttle94

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21.11.25 10:56 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
21.11.25 10:56 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
22.11.25 04:41 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
22.11.25 22:04 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
22.11.25 22:04 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
22.11.25 22:05 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
23.11.25 03:34 Matt Kegan

SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate
23.11.25 09:54 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
23.11.25 18:01 mosbygerry

I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.
24.11.25 11:43 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.11.25 11:43 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.11.25 16:34 Mundo

I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.
25.11.25 05:15 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.11.25 13:31 mickaelroques52

CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY
25.11.25 13:31 mickaelroques52

I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp: + 1 414 807 1485 Email: rapiddigitalrecovery (@) execs. com Telegram: + 1 680 5881 631
26.11.25 18:18 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
26.11.25 18:20 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
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
27.11.25 10:56 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
27.11.25 10:56 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
27.11.25 20:04 deborah113

Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains. Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped. It was really hard to deal with the loss after their customer service ceased responding. I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists. I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines. I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om
27.11.25 23:48 elizabethrush89

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27.11.25 23:48 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
28.11.25 00:08 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.
28.11.25 11:15 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 11:15 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
29.11.25 12:35 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
29.11.25 12:35 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
29.11.25 12:35 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
30.11.25 20:37 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.12.25 02:21 donald121

In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)
02.12.25 15:05 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.
03.12.25 09:22 tyrelldavis1

I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ ) also on Mail: ([email protected]
03.12.25 21:01 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
03.12.25 22:17 Tonerdomark

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04.12.25 01:37 michaeldavenport238

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04.12.25 04:35 Tonerdomark

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04.12.25 10:32 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 18:25 smithhazael

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04.12.25 21:45 elizabethrush89

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04.12.25 21:45 elizabethrush89

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05.12.25 08:35 into11

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05.12.25 08:48 Tonerdomark

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06.12.25 01:44 Tonerdomark

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06.12.25 10:36 Thomas Muller

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06.12.25 10:36 Thomas Muller

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06.12.25 10:39 michaeldavenport238

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06.12.25 10:42 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.12.25 08:43 Tonerdomark

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08.12.25 02:17 liam

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08.12.25 09:07 Tonerdomark

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09.12.25 00:18 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 01:01 Tonerdomark

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09.12.25 05:44 swanky

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09.12.25 10:24 lane3215

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09.12.25 10:25 lane3215

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09.12.25 14:16 Matt Kegan

Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done.