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Новости
Сбер выкладывает GigaChat Lite в открытый доступ
Салют, Хабр! В начале ноября мы делились с вами новостями о нашем флагмане GigaChat MAX и пообещали рассказать подробнее о процессе создания наших Pretrain-моделей. Пришло время сдержать слово и даже пойти дальше!
Предобучение больших языковых моделей — это одна из наиболее ресурсозатратных стадий, которая непосредственно влияет на весь дальнейший процесс обучения GigaChat. От успешности обучения Pretrain-модели напрямую зависит качество всех следующих этапов обучения, например, Alignment и Vision. Поэтому сегодня мы хотим поделиться весами младшей модели линейки GigaChat версий base и instruct. Модель называется GigaChat-20B-A3B, так как построена на перспективной МоЕ-архитектуре!
Но и это ещё не всё. Вместе с весами мы делимся с сообществом улучшенной реализацией самого популярного класса МоЕ, а также кодом для механизма концентрации (а что это такое — читайте дальше ;)). Важно отметить, что хотя GigaChat-20B-A3B обучался на триллионах токенов преимущественно русского текста, он ещё способен на хорошем уровне понимать другие языки. Так что мы делимся мультиязычной моделью. О том, как запускать модель, какие версии доступны и как пользоваться контролируемой генерацией с помощью механизма концентрации, расскажем прямо сейчас!
Open source
Мы выкладываем на HuggingFace обе версии модели — base и instruct в fp32, обе с поддержкой длинного контекста в 131к токен. А также версии instruct модели в bf16 и квантизованную в int8.
P.S. Все замеры далее проводились в bf16
Воспользоваться моделями можно тремя способами:
Через transformers. Взаимодействовать с GigaChat-ом можно будет с помощью кода ниже. Через cpu-offloading его можно запускать на любом устройстве
import torch
from transformers import AutoTokenizer, AutoModelForCausalLM, GenerationConfig
model_name = "ai-sage/GigaChat-20B-A3B-instruct"
tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True, torch_dtype=torch.bfloat16, device_map="auto")
model.generation_config = GenerationConfig.from_pretrained(model_name)
messages = [
{"role": "user", "content": "Докажи теорему о неподвижной точке"}
]
input_tensor = tokenizer.apply_chat_template(messages, add_generation_prompt=True, return_tensors="pt")
outputs = model.generate(input_tensor.to(model.device))
result = tokenizer.decode(outputs[0][input_tensor.shape[1]:], skip_special_tokens=False)
print(result)Через vllm. Для запуска быстрого и оптимизированного инференса GigaChat это наиболее простой и быстрый путь. У vllm есть ограничения на поддерживаемые GPU, мы замерялись на А100. Чтобы получить похожую скорость, можно арендовать ресурсы на cloud.ru.
from transformers import AutoTokenizer
from vllm import LLM, SamplingParams
model_name = "ai-sage/GigaChat-20B-A3B-instruct"
tokenizer = AutoTokenizer.from_pretrained(model_name)
llm = LLM(model=model_name, trust_remote_code=True)
sampling_params = SamplingParams(temperature=0.3, max_tokens=8192)
messages_list = [
[{"role": "user", "content": "Докажи теорему о неподвижной точке"}],
]
prompt_token_ids = [tokenizer.apply_chat_template(messages, add_generation_prompt=True) for messages in messages_list]
outputs = llm.generate(prompt_token_ids=prompt_token_ids, sampling_params=sampling_params)
generated_text = [output.outputs[0].text for output in outputs]
print(generated_text)Через vllm-сервер
# поднимаем сервер
vllm serve ai-sage/GigaChat-20B-A3B-instruct \
--disable-log-requests \
--trust_remote_code \
--dtype bfloat16 \
--max-seq-len 8192
# делаем запрос из другого терминала
curl http://localhost:8000/v1/chat/completions -H "Content-Type: application/json" -d "{
\"model\": \"ai-sage/GigaChat-20B-A3B-instruct\",
\"messages\": [
{\"role\": \"system\", \"content\": \"Отвечай как ОЧЕНЬ безумный ученый\"},
{\"role\": \"user\", \"content\": \"Что такое Mixture of Experts?\"}
]
}"Улучшенная реализация
К сожалению, в transformers не занесена модель с похожей на нашу архитектурой. Кстати, пару слов о ней будет прямо в следующем разделе! Поэтому мы были вынуждены использовать remote code.
В прошлой модели с похожей архитектурой выкладывались в репозитории deepseek-ai/deepseek-moe-16b-base. У этой реализации был набор проблем:
если не установлен Flash Attention, то модель не запускалась и падала с ошибкой;
неверный подсчёт RoPE;
используется modelling от старой версии transformers (около 1 года назад).
Мы всё исправили и предлагаем обновленную реализацию. В нашем open source мы не стали переименовывать базовый класс, чтобы сохранить поддержку vllm и других open source-репозиториев.
Скорость генерации
Несмотря на большое количество параметров у модели, она получилась довольно быстрой. Мы провели тесты на одной видеокарте A100 с batch size = 1 в точности bf16. В качестве бэкенда использовался vllm. Наши замеры скорости можно воспроизвести через бенчмарк в репозитории vllm. Мы не тюнили параметры инференса вручную, а у MoE-слоёв есть такая возможность, поэтому остаётся запас по ускорению.
Код замеровgit clone https://github.com/vllm-project/vllm.git ./vllm_rep
cd ./vllm_rep/benchmarks
mkdir serving_bench
wget https://huggingface.co/datasets/anon8231489123/ShareGPT_Vicuna_unfiltered/resolve/main/ShareGPT_V3_unfiltered_cleaned_split.json
## выбираем модель для замера
# MODEL="meta-llama/Meta-Llama-3-8B-Instruct"
# MODEL="google/gemma-2-9b-it"
# MODEL="ai-sage/GigaChat-20B-A3B-instruct"
# MODEL="deepseek-ai/deepseek-moe-16b-chat"
# MODEL="Qwen/Qwen1.5-MoE-A2.7B-Chat"
# MODEL="Qwen/Qwen2.5-3B-Instruct"
## запускаем сервер и идем в другой терминал
vllm serve $MODEL \
--disable_sliding_window \
--disable-log-requests \
--trust_remote_code \
--dtype bfloat16 \
--max-seq-len 8192
## в другом терминале
cd ./vllm_rep/benchmarks
### не забываем указать модель
SAMPLES_NUM=100
python benchmark_serving.py \
--backend vllm \
--model $MODEL \
--dataset-name sharegpt \
--dataset-path ShareGPT_V3_unfiltered_cleaned_split.json \
--num-prompts ${SAMPLES_NUM} --seed 42 \
--max-concurrency 1 \
--ignore_eos \
--save-result \
--result-dir serving_bench \
--result-filename $(basename $MODEL)_throughput_serving.jsonМы собрали в одном месте замеры скорости по популярным или архитектурно похожим моделям. Собранные в таблице метрики, получены скриптом из vllm:
Total params: размер модели в миллиардах параметров;
Active params: количество используемых миллиардов параметров на один forward;
Req/s: обрабатываемое количество запросов в секунду;
Output Token/s: генеративная пропускная способность токенов в секунду;
Total Token/s: общая (input + output) пропускная способность токенов в секунду.
Model | Total params (B) | Active params (B) | Req/s | Output Token/s | Total Token/s |
Qwen/Qwen1.5-MoE-A2.7B-Chat | 14 | 2,7 | 0,62 | 156,43 | 291,17 |
deepseek-ai/deepseek-moe-16b-chat | 16 | 2,8 | 0,59 | 149,53 | 285,39 |
20 | 3,3 | 0,55 | 137,43 | 259,27 | |
Qwen/Qwen2.5-3B-Instruct | 3 | 3 | 0,54 | 135,10 | 251,44 |
meta-llama/Meta-Llama-3-8B-Instruct | 8 | 8 | 0,35 | 83,26 | 157,32 |
google/gemma-2-9b-it | 9 | 9 | 0,27 | 54,87 | 113,69 |
По скорости генерации новых токенов 20B MoE может немного уступать, но благодаря лучшей токенизации на русском языке (увы, замеры vllm проведены на английском) модель будет быстрее. Обратите внимание, что GigaChat 20В по скорости сопоставим с 3В-моделями, а по метрикам (про них будет ниже) — на уровне с 8В-моделями!
Кратко о том, что такое MoE
Сегодня тренд — обучать LLama-Like модели или, как говорят в статьях, трансформеры с пренормализацией и swiglu-функцией активации без использования dropout. Несмотря на это, мы решились на эксперимент и пошли немного иным путём, выбрав основой для наших моделей архитектуру «Mixture of Experts». Дальше будем её обозначать как MoE.
MoE отличается от LLama-Like архитектур изменённым MLP-блоком. Что это такое, мы подробно расскажем далее, а пока объясним это так. Классические Llama-like модели задействуют весь объём имеющихся у них знаний для каждой задачи. Но это не всегда эффективно. Ведь для решения задачи «Реши уравнение x^2 = 4. Чему равен x?» для модели нет необходимости вспоминать что-либо, кроме школьной математики.
Эта идея и лежит в основе архитектуры. При получении определённого запроса модель избирательно активирует блоки с соответствующими знаниями (далее будем называть их экспертами). MoE-модель может иметь очень много экспертов, и её суммарный объём знаний оказывается довольно большим — это выливается в большой размер самой модели. Но благодаря выбору подмножества экспертов, стоимость использования сохраняется на уровне маленьких и менее вместительных по знаниям моделей.
Отлично звучит в теории! :) Но на практике возникают свои проблемы. Например, если в кругу экспертов появляются «рок-звезды», то они забирают всё внимание на себя. Другие эксперты в таком случае просто перестают использоваться и лежат в модели мертвым грузом. Этот момент нужно очень строго контролировать во время обучения.
Тут важно не переборщить, так как слишком много контроля ведёт к полной энтропии: разные эксперты вынуждены учиться одному и тому же. Это мешает им быть действительно специализированными и сводит на нет идею MoE о выборе экспертов для разных областей знаний.
В идеале, мы хотим твёрдости и чёткости при выборе требуемых знаний. Давным-давно (примерно год назад) в нашей сфере набрала обороты идея, что можно ввести блок с общей информацией для всех экспертов. Это позволило бы экспертам быть сосредоточеннее, оставлять широкие знания этому самому блоку и не запоминать одно и то же, и как следствие — повысить свою специализацию.
Переходим к deep learning
Активируемые параметры МоЕ
Важно отметить, что модель на самом деле выбирает экспертов не один раз, а много. Если у нас 32 слоя с 64 экспертами на каждом, а на forward выбирается по одному эксперту со слоя, то всего будет задействовано 32 эксперта из 2048 возможных (если бы мы на каждом слое выбирали всех экспертов)! И происходит это при КАЖДОЙ генерации нового токена. А при генерации десяти токенов будет сделано уже 320 выборов, то есть по 32 эксперта на каждый из десяти токенов.
Структура MoE блока
Мы много говорили про абстрактный выбор экспертов на слое, у нас этим занимается некий «роутер». Если коротко, то его задача — выбрать для каждого токена экспертов, которые его обработают. Если чуть сложнее, то в классическом варианте это обычный линейный слой (hidden_dim x num_experts) с softmax после него. После softmax мы берём индексы K наибольших логитов, то есть выбираем К экспертов на токен. В вышеприведённом примере на каждом слое выбираем одного эксперта из 64 возможных, и в примере мы берём того, у кого значение после роутера наибольшее. Собственно, вот и всё!
Gated MLP
А как же выглядят сами эксперты? Мы уже намекали на это раньше: «MoE — это изменённый MLP-блок». То есть в классический MLP-блок на картинке ниже мы добавляем роутер и агрегацию экспертов. А вот каждый из экспертов представляется в виде обычных Gated MLP-блоков со swiglu-активациями.
Интерпретируемость экспертов
Если хотите попробовать концентрацию в бою сразу, то мы делимся ноутбуками с кластеризацией и подготовкой данных, а также самим кодом управления моделью. Рассказ о концентрации разделим на две части: описание метода и примеры его применения.
Метод концентрации
Как мы отметили выше, MoE-архитектура не использует все параметры модели при генерации ответов. Вместо этого она выбирает наиболее «подходящих» для входных данных экспертов.
Поэтому возникает логичный вопрос: а за что именно эксперты отвечают? В ST-MoE были отдельные эксперты, ответственные за названия городов или пунктуацию, но в целом знания равномерно распределялись по сети. В Mixtral явной специализации экспертов и вовсе не было. Поэтому нам было интересно изучить поведение нашей модели, ведь у нас добавлены общие эксперты и скрупулёзно подобран гиперпараметр баланса (aux loss).
В своих экспериментах мы обнаружили, что эксперты нашей 20В-модели действительно специализируются на разных темах. Но самое интересное в том, что модель можно склонять к генерации ответов на определённые темы без всякого дообучения! Мы назвали это «методом концентрации». Мы как бы заставляем нашу модель «сконцентрироваться» на определённой теме.
Чтобы добиться такого эффекта, сначала необходимо понять, как выбираются эксперты, кто и за что отвечает. Для начала соберём статистику по выбору роутеров: будем использовать тексты на различные темы и фиксировать результаты их обработки.
Мы знаем, какие эксперты активировались на каждом токене, в каждом слое, поэтому для всех экспертов модели и конкретной последовательности токенов мы можем составить эмбеддинг вида «9 2 4 5 6 4 8 2» из иллюстрации ниже. Эти цифры означают, что первый эксперт был выбран роутером 9 раз, второй эксперт — 2 раза и т. д.
Текст у нас может быть очень длинным, поэтому лучше нормировать вектор выше на сумму его элементов. Таким образом мы получаем эмбеддинг предложения, содержащий агрегированную информацию о выборах роутера экспертов для токенов текста.
Чтобы продемонстрировать процесс, воспользуемся набором Pile, который содержит данные из разных областей: программирования, медицины, веб-страниц и так далее. Из этого набора выберем 40 000 примеров и создадим для каждого из них эмбеддинг по методу выше. Затем эти эмбеддинги нужно будет кластеризовать, мы выбрали сочетание методов UMAP (2-d проекция) и HDBSCAN (кластеризатор). Возможны и другие подходы к кластеризации, но мы не углублялись в исследования по этому вопросу. Более подробные сведения вы найдёте в прикрёпленном ноутбуке.
Представляем вам результаты применения алгоритма UMAP. Как видно, примеры успешно распределились по кластерам согласно исходным темам набора Pile.
Визуализация Pile с помощью UMAP
Поверх этой картинки применим кластеризатор и получим более мелкие кластеры. Осталось дело за малым: дать им интерпретацию.
Визуализация UMAP + HDBSCAN
Интерпретировать удобно с использованием векторов TF-IDF: они помогают выбрать десять ключевых слов, раскрывающих суть каждого кластера. Получившееся разделение оказалось весьма логичным: среди тем выделились программирование, алгебраические задачи, спорт, кулинария, география и другие. Например:
кластер 7: teams, football, world, group, season, cup, team, week, games, round;
кластер 25: like, food, coffee, just, cheese, wine, good, make, tea, chocolate;
кластер 29: species, strains, isolates, genes, resistance, coli, cattle, gene, isolated, genus;
кластер 51: room, property, home, bedroom, apartment, hotel, house, beach, area, located.
Рассмотрим, например, кластер 27: app, video, data, new, free, email, windows, use, software, using. Как вы помните, эмбеддинги получаются на основе выборов роутера. Тогда из них можно извлечь информацию о том, какие эксперты являются самыми важными для этого кластера, то есть содержат в себе информацию про интернет, сервисы, приложения и т. д.
Эмбеддингом кластера назовём усреднение всех эмбеддингов текстов, входящих в этот кластер. С его помощью мы сможем выявить экспертов, которые чаще всего активируются на тексты этого кластера. Построим карту для этого эмбеддинга (heatmap): чем насыщеннее оттенок цвета, тем чаще использовался тот или иной эксперт. Можно заметить нескольких особенно выделяющихся экспертов — назовём их важными.
Сравнение эмбединга кластера без и с фильтрацией
Карты активаций экспертов для текстов из кластера 27. По оси Y — слои модели, по оси X — номера экспертов. Чем ярче цвет, тем чаще выбирался эксперт. Слева представлены все активации, а справа — только для самых важных для этой темы экспертов.
По карте эмбеддинга справа можно построить его отфильтрованную версию, где ненулевые компоненты соответствуют важным для кластера экспертам. В нашем методе отфильтрованный эмбеддинг с некоторым весом прибавляется к логитам роутера до softmax, что позволяет увеличивать вероятности выбора конкретных экспертов. Это и есть концентрация: мы побуждаем MoE-модель использовать знания, то есть экспертов по определённой теме.
Применение
Для начала давайте попробуем сгенерировать что-нибудь без изменения поведения модели.
Пример 1Запрос: Жил-был пёс по имени Барни. Он был большой, лохматый и очень добрый. Барни жил вместе со своей хозяйкой Машей в небольшом уютном доме на окраине города. Маша была студенткой и часто уезжала на занятия, но каждый раз возвращалась домой с радостью, потому что знала – её верный друг всегда ждёт у двери.
Ответ: А ещё она знала, что Барни никогда не обидит ни одного живого существа.
Барни любил гулять по лесу, который начинался сразу за домом. Там он мог побегать, поиграть с другими собаками или просто полежать под деревом и послушать пение птиц. Но больше всего ему нравилось наблюдать за лесными зверями. Особенно его интересовали белки. Они были такие забавные! То они бегали по деревьям, то прыгали с ветки на ветку, а иногда даже спускались на землю и играли в догонялки. Барни тоже хотел играть с белками, но они почему-то боялись его и убегали при виде собаки. Тогда Барни решил стать другом для всех лесных жителей.
Однажды, когда Маша была на занятиях, Барни отправился в лес. Он шёл медленно, чтобы не спугнуть никого из обитателей леса. Вдруг он услышал шорох в кустах. Барни остановился и прислушался. Шорох повторился снова. Собака осторожно подошла к кустам и заглянула внутрь. На земле лежал маленький пушистый комочек. Это была белка. Она дрожала от страха и жалобно пищала. Барни понял, что ей нужна помощь. Он осторожно взял белок в зубы и вынес из куста. Белка оказалась совсем маленькой, размером с ладонь. У неё были большие чёрные глаза и пушистый хвостик. Барни положил её на траву и стал ждать, что будет дальше.
Запрос: Albert Einstein
Ответ: (1879-1955) was a German-born theoretical physicist who developed the general theory of relativity, one of the two pillars of modern physics. He also made important contributions to the development of the quantum theory and statistical mechanics.
Einstein's work is recognized for its profound impact on science and the world. His name has become synonymous with genius. In 1921 he won the Nobel Prize in Physics "for his services to Theoretical Physics, and especially for his discovery of the law of the photoelectric effect."
Запрос: The old clock in the hallway struck midnight, its chimes echoing through the empty mansion
Ответ: . The house was quiet and still, except for the faint sound of footsteps on the stairs.
A young woman stood at the top of the staircase, her long black hair flowing down her back. She wore a white dress that shimmered in the moonlight, and her eyes were filled with sadness.
She took a step forward, then another, as if she were being pulled by an invisible force. Her feet moved slowly, as if she were walking through water. As she reached the bottom of the stairs, she turned to face the door.
There was a knock at the door, and the woman froze. She knew who it was before she opened the door. It was him, the man she had loved so much but could never have. He stood there in the darkness
А теперь добавим управление на кластере 27: app, video, data, new, free, email, windows, use, software, using.
Пример 1Запрос: Жил-был пёс по имени Барни. Он был большой, лохматый и очень добрый. Барни жил вместе со своей хозяйкой Машей в небольшом уютном доме на окраине города. Маша была студенткой и часто уезжала на занятия, но каждый раз возвращалась домой с радостью, потому что знала – её верный друг всегда ждёт у двери.
Ответ: А когда она открывала дверь, он радостно махал ей лапами.
Маша любила своего питомца, а он любил свою хозяйку. Но однажды случилось несчастье: Маша заболела и попала в больницу. Она не могла навещать своего любимого друга, ведь он был такой большой и добрый! Тогда Маша решила написать специальную программу, которая бы делала всё то же самое, что делал Барни. И вот, спустя некоторое время, Маша смогла снова войти в свой любимый сайт, чтобы посмотреть фотографии своих любимых друзей ВКонтакте.
Запрос: Albert Einstein
Ответ: Albert Einstein (1879-1955) was a German-born theoretical physicist who developed the special and general theories of relativity. He is best known for his mass-energy equivalence formula E = mc2, which has been called "the world's most famous equation". In 1921 he received the Nobel Prize in Physics for his discovery of the law of the photoelectric effect.
Einstein's work on general relativity led to its use as a navigation tool by global digital mapping software companies such as Google Maps, Apple Maps and TomTom.
Запрос: The old clock in the hallway struck midnight, its chimes echoing through the empty mansion
Ответ: . The house was quiet and dark, but for a few candles that had been lit to guide the way.
“Where are we?” asked one of the children.
“I don’t know,” said another. “I can’t see anything.”
“Try again,” said their mother. She handed them each a piece of paper with a blank form on it. They filled out the fields and clicked the Submit button. A progress bar appeared at the top of the screen, and then they were back home.
“Wow!” exclaimed one of the children. “It worked!”
“How did you do that?” asked another.
“It’s magic,” replied their mom. “Now let’s print some 3D models from our 3D printer.”</s>
Можно увидеть, что генерации смещаются в сторону нужного нам домена, но модель уходит в галлюцинации и ошибается. Для демонстрации такое поведение нас устраивает, ведь нашей целью было показать, что этот набор экспертов связан с этим доменом.
Попробуем теперь проделать то же самое, но возьмем кластер 25 про еду: like, food, coffee, just, cheese, wine, good, make, tea, chocolate
Пример 1Запрос: Жил-был пёс по имени Барни. Он был большой, лохматый и очень добрый. Барни жил вместе со своей хозяйкой Машей в небольшом уютном доме на окраине города. Маша была студенткой и часто уезжала на занятия, но каждый раз возвращалась домой с радостью, потому что знала – её верный друг всегда ждёт у двери.
Ответ: А ещё она знала, что он никогда не обидит ни одного человека.
Маша любила гулять с Барни по парку. Они гуляли долго, а потом возвращались домой, где их уже ждал вкусный ужин. Но однажды случилось так, что Маша заболела и не смогла пойти на прогулку. Она лежала дома и смотрела телевизор, когда вдруг услышала за окном какой-то шум. «Наверное, это Барни», - подумала Маша и выглянула в окно. На улице было темно, но Маша всё равно увидела, как кто-то бежал к дому. Это был Барни! Он подбежал к окну и начал лаять. Маша открыла дверь, и Барни бросился ей навстречу. Он прыгал от радости и лизнул Машу в щёку. Потом они пошли на кухню, чтобы перекусить. Барни съел свою порцию и лёг спать рядом с Машей. Ему снились большие косточки и вкусные сосиски…
Запрос: Albert Einstein
Ответ: (1879-1952) was born in Germany, but he moved to the United States and became a citizen of the country. He was an immigrant who had lived there for 30 years.
Albert Einstein
The story goes that when he arrived at his new home, he said "Kleine salzbrezchen mit Mahrmkohffe." This translates as "Rare smoked salmon with dark rye bread."
He then went on to become one of the most famous scientists in history.
This is a true story. It happened in 1933.
Запрос: The old clock in the hallway struck midnight, its chimes echoing through the empty mansion
Ответ: . The house was silent except for the sound of footsteps as a young woman walked down the hall and into the kitchen.
She opened the refrigerator and pulled out a carton of milk. She poured herself a glass and sat at the table to drink it. As she sipped her breakfast, she heard a noise from outside the window. She looked up and saw a man standing there with a tray of food. He smiled at her and said, “Good morning!” She smiled back and nodded her head. Then he left.
She finished her milk and went upstairs to get ready for work. When she came back downstairs, she found that someone had made pancakes and sausage. There were also eggs, bacon, and orange juice. It was all delicious! She ate everything and
И все истории так или иначе стали про еду! Это хорошая демонстрация того, что MoE-эксперты обладают тематической специализацией.
Надеемся, что наше исследование помогло увеличить знания о том, что происходит внутри загадочных языковых моделей, а именно MoE. Рассматривая группы экспертов между разными слоями, мы смогли понять, за что они отвечают. А наш метод управления потенциально помогает добиться более управляемых генераций. Мы планируем провести больше экспериментов и рассказать о них в будущем. Также предлагайте свои модификации и тестируйте — you are welcome!
Метрики
А пока что повторим, что мы выкладываем две модели в открытый доступ — base и instruct. Мы проверили серию замеров: среди российского open source GigaChat занимает высокие позиции по многим метрикам.
Base-модель
Будет проще всего сравнить метрики среди моделей в размерах около 7 млрд параметров. Вероятно, можно было бы выделить больше моделей, но мы решили сравниться T-lite-instruct-0.1, LLaMa-3.1-8B и Gemma-9B, которые одновременно сильны по метрикам и способны неплохо говорить на русском. Qwen же не попал в этот короткий список, хотя его метрики с отрывом выше всех. Из проблем: что его base-, что instruct-версия норовит начать отвечать на китайском, независимо от языка запроса. Ещё один недостаток base-версии Qwen: малое количество русских токенов в токенизаторе, около пары тысяч.
В этом зачёте моделей GigaChat обходит LLaMa 3.1 и получает серебро. Не сомневаемся, что в задачах именно русскоязычного домена GigaChat на ваших дообучениях сможет превзойти Gemma-9B благодаря большому объёму русскоязычных тестов в обучающем наборе.
Что важно отметить: GigaChat в почти 2 раза дешевле по стоимости инференса, чем LLaMa 3.1 и обходит ее по качеству. Ускорение касается еще и обучения (более 60%, но подробнее об этом в следующем году), поэтому тюн Гигачата на любые задачи будет намного эффективнее и быстрее, нежели LLaMa based моделей. А еще по внутренним тестам производительности на 1 GPU наша архитектура держит больше потоков, то есть отлично подходит для высоконагруженных систем. Это для тех, кто захочет использовать GigaChat в промышленных решениях!
Bench | T-lite-0.1 | Llama-3.1-8B | GigaChat-20B-A3B-base | Gemma-9B |
MMLU EN 5-shot | 62.56 | 65.21 | 63.02 | 70.6 |
MMLU PRO EN 5-shot | 32.19 | 35.7 | 31.41 | 42.85 |
MMLU RU 5-shot | 55.51 | 54.1 | 58.38 | 62.57 |
BBH 3-shot | 62.36 | 62.79 | 53.54 | 70.48 |
ARC-C 25-shot | 58.19 | 54.69 | 61.69 | 68.34 |
TruthfulQA 0-shot (rougeL) | 46.51 | 34.52 | 31.82 | 41.49 |
Winogrande 5-shot | 78.45 | 77.43 | 75.85 | 79.4 |
Hellaswag 10-shot | 82.21 | 81.85 | 81.91 | 82.5 |
GPQA 5-shot | 0.25 | 23.44 | 25.22 | 30.36 |
MATH 4-shot | 12.9 | 14.04 | 15.04 | 20.06 |
GSM8K 4-shot | 67.93 | 51.4 | 59.06 | 68.99 |
HumanEval | 16.46 | 25.61 | 32.32 | 37.2 |
AVG | 47.96 | 48.4 | 49.11 | 56.24 |
Instruct-модель
В этот раз мы решили не проводить SbS-ы и много замеров на всевозможных аренах. Мы постарались выделить серию русскоязычных бенчмарков, которые могли бы оценить качество нашей чат-модели.
Во-первых, мы решили расширить табличку с метриками из статьи GigaChat MAX, теперь там есть все большие модели линейки GigaChat: Lite, Pro и Max.
GigaChat-20B-A3B-instruct | GigaChat Pro v26.20 | GigaChat MAX v26.20 | |
Математические задачи | |||
0,764 | 0,782 | 0,929 | |
0,462 | 0,446 | 0,53 | |
Написание кода | |||
0,329 | 0,439 | 0,64 | |
0,385 | 0,487 | 0,667 | |
Общие знания | |||
0,648 | 0,687 | 0,804 | |
MMLU RU 5-shot (бенчмарк MMLU RU, но в формате 5-shot) | 0,598 | 0,645 | 0,75 |
- | 0,617 | 0,718 | |
0,348 | 0,431 | 0,589 | |
0,675 | 0,724 | 0,73 | |
0,750 | 0,796 | 0,832 | |
0,798 | 0,827 | 0,864 | |
Следование инструкциям | |||
0,411 | 0,566 | 0,721 | |
Примечание по замеру метрик: GSM8k — это тест, который проверяет, как хорошо модели могут решать задачи с числами. В нашем исследовании мы использовали 5 шотов, чтобы оценить модель, и смотрели на последнее число в ответе. В оригинальное тесте ответ ищется по шаблону «### число». Тест Math тоже имеет разные версии, которые проверяют математические способности моделей. В нашем исследовании мы давали четыре примера и смотрели на последнее выражение в формате «\boxed{expression}». Затем оценивали результаты на совпадение с помощью библиотеки sympy.
Во-вторых, мы провели замер модели GigaChat-20B-A3B-instruct на бенчмарках MERA, Shlepa, ru-MMLU и арене ru-arena-general.
T-lite-instruct-0.1 | gemma-2-9b-it | GigaChat-20B-A3B-instruct | |
MERA | 0,335 | 0,392 | 0,513 |
ru-MMLU 5-shot | 0,555 | 0,626 | 0,598 |
Shlepa | 0,36 | 0,388 | 0,482 |
Внимание, наш open source «маленькой» модели догнал на MERA GigaChat Pro (получается, GigaChat ждёт новый апгрейд?), выбив средний балл 0,513.
Итоги
Мы планируем регулярно делиться с вами результатами наших трудов. Уже сегодня открыли доступ к base- и instruct-версиям GigaChat, и надеемся, что они помогут вам достичь новых высот в решении ваших задач!
Мы стали первыми в России, кто опубликовал модель с MoE-архитектурой и поделился с вами интересными наблюдениями о ней. Особую гордость нашей команды вызывает то, что мы сумели соединить в одной модели очень высокую скорость инференса вместе с высоким качеством. А также предложили идею для исследования особенностей этой архитектуры методом концентрации!
Резюмируя:
GigaChat-20B-A3B - первая открытая MoE модель в России. В мировой практике мало кому в мире удается обучать MoE архитектуры с хорошим качеством.
GigaChat обучен преимущественно на русском языке, поэтому в отличие от тюнов Qwen и LLaMa моделей не совершает грамматических и пунктуационных ошибок и не переключается на другие языки во время разговора
В GigaChat-20B-A3B дешевый инференс сочетается с хорошими показателями метрик
Модель отлично подходит для исследований, например, концентрации
У нас складывается традиция — делать тизеры на будущее. Поэтому ожидайте продолжения истории о МоЕ, мы к вам ещё вернёмся с новым рассказом! Также хочется напомнить о нашем Telegram‑канале, где мы чаще делимся разными историями из мира ML и DL.
Stay tuned! :)
Благодарности
Хотелось бы сердечно поблагодарить:
Команду pretrain за процесс исследований и оптимизаций новой архитектуры, обучение первой МоЕ-модели в России.
Команду alignment за множество экспериментов для подготовки сильной instruct-модели.
Команду RnD, без которой не было бы механизма концентрации.
А также Валентина Мамедова (@vltnmmdv), Евгения Косарева (@evgenijkkk), Илью Щукина, Михаила Колесова, Дениса Мазура, Александра Прошунина и Артёма Червякова за помощь в подготовке open source и написании текста, а также за полезные замечания и исправления!
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09.10.25 08:23
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09.10.25 11:05
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
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09.10.25 11:05
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
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11.10.25 04:41
luciajessy3
Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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11.10.25 10:44
Tonerdomark
A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
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12.10.25 01:12
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
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12.10.25 01:12
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
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12.10.25 19:53
Tonerdomark
A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
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12.10.25 21:36
blessing
Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
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13.10.25 01:11
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.10.25 01:11
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 01:15
tyleradams
Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 18:07
crypto
Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 20:17
tyleradams
As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
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17.10.25 20:20
lindseyvonn
Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
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17.10.25 20:22
richardcharles
I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
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17.10.25 20:23
stevekalfman
If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.10.25 08:39
debby131
Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
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21.10.25 11:45
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.10.25 11:45
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 04:48
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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22.10.25 07:36
donnacollier
HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
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22.10.25 11:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 11:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 16:31
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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23.10.25 01:52
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 01:52
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 15:47
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:08
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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24.10.25 06:40
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:40
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:54
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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24.10.25 18:18
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 18:18
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.25 00:49
tyleradams
*HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]
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25.10.25 00:50
stevekalfman
If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
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25.10.25 05:05
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.10.25 01:03
Christopherbelle
A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957. or +44 7428 662701.
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26.10.25 18:09
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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27.10.25 11:15
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.10.25 11:15
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.10.25 17:08
raymondgonzales
Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
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27.10.25 17:20
fatimanorth
The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
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28.10.25 00:55
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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28.10.25 00:55
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.10.25 03:43
Christopherbelle
A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
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29.10.25 10:56
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.10.25 10:56
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.10.25 09:49
Christopherbelle
I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
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30.10.25 12:03
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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