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Как мы искали лучшие способы классификации

Всем привет!

В предыдущих статьях мы уже рассказывали о том, какими метриками можно пользоваться для оценки ответов AI-продуктов.

В большом количестве метрик для решения такой задачи предварительно надо оценить, к какой категории относится тот или иной ответ.

В этой статье мы преследовали две цели:

  1. На примере показать, как применяются такие метрики и как с помощью них можно оценить качество работы модели.

  2. Провести небольшое исследование по различным AI-продуктам с целью выявления наиболее оптимальных для решения задач классификации.

Допустим, у нас есть какой-то случай, который мы хотим оценить на предмет отношения к понятию реальный ущерб. Скажем, автомобиль получил повреждения вследствие падения на него снега с крыши дома. Или, например, вследствие задержки возврата грузовой техники арендатором компания не смогла принять заказ на перевозку ценного груза.

В первом случае с поврежденным автомобилем это будет реальный ущерб, а во втором уже упущенная выгода, которая является самостоятельным видом убытков наряду с ущербом.

Каким образом можно организовать классификацию таких кейсов?

  1. Можно выслушать каждого пришедшего клиента и сформировать представление о том, относится ли такой случай к убыткам вообще и к какой именно категории, в частности.

    Плюсы подхода:
    - можно составить мнение о клиенте;
    - можно узнать важные подробности рассматриваемого случая
    Минусы подхода:
    - затраты времени на информацию, которую можно получить заранее.

  2. Можно организовать классификацию в автоматизированном виде на основании предварительного анкетирования клиента с помощью ключевых фраз (например, давать только определенные варианты ответа на вопросы).
    Впоследствии с помощью таких фраз автоматизировать определение категории убытков и приступить к формированию позиции по делу.

    Плюсы:
    - экономия времени на общее ознакомление с делом в случае верного заполнения анкеты
    Минусы:
    - клиент часто не знает, какие конкретно факты необходимы в рассматриваемом случае для правильной юридической классификации.
    - клиент может одни и те же события рассказывать совершенно разными словами и не знать, относится ли его случай к повреждению имущества или его утрате, а, может, это и вовсе упущенная выгода.

  3. Можно использовать имеющиеся в доступе AI-продукты для выполнения описанной задачи.

    Плюсы:
    - экономия времени на общее ознакомление с делом в случае верной классификации.
    Минусы:
    - модель может не обладать информацией в такой специализированной теме, как российское право, в результате чего ее ответы могут не иметь ничего общего с реальностью.

  4. Можно создать собственную модель для классификации подобных случаев.

    Плюсы:
    - экономия времени на общее ознакомление с делом
    Минусы:
    - первоначальные временные затраты на создание набора качественных данных и обучение модели.
    - низкое качество работы модели в случае низкого качества подготовленных данных.

  5. Можно использовать уже имеющиеся на рынке модели классификации

    Плюсы:
    - не нужно тратить время на подготовку данных и на обучение собственной модели;
    - обладают высокой степенью качества при решении задач классификации.
    Минусы:
    - могут не поддерживать язык, текст на котором предстоит классифицировать;
    - могут не обладать информацией из конкретной специализированной темы.

Среди всех представленных способов по точности классификации и гибкости в обрабатываемых формулировках самыми оптимальным выглядят последние два варианта.

Давайте рассмотрим, каким образом можно обучить и применить собственную модель для решения подобных задач.

Обучение собственной модели

Для достижения положительного результата нам необходим самый важный элемент, а именно набор качественных данных в достаточном количестве.

Что можно считать достаточным количеством данных?

по результатам различных исследований называются размеры выборки в диапазоне от 100 до 50000 примеров. Такой разброс обусловлен разными задачами, для решения которых необходимо обучить модель.

Для целей конкретного примера (относится или не относится конкретный случай к понятию реального ущерба) требуется модель с бинарной классификацией.

Подготовка выборки в размере 50000 примеров слишком велика для решения такой задачи.

Мы при подготовке модели для решения простых случаев ограничились 1000, но позднее дополнили еще 200 примерами.

Все примеры готовились следующим образом: в 10 разных категориях было приготовленно по 100 примеров, 50 из которых были положительными (относились к понятию реального ущерба), а другие 50 были, соответственно, отрицательными.

Все примеры были собраны в единую таблицу с заголовками:text, real damage. В колонке text записан текст примера, в колонке real damage - показатели 1 или 0, в зависимости от принадлежности или не принадлежности к реальному ущербу.

Примеры выглядят примерно так.

text

real_damage

Сломанный рентгеновский аппарат уничтожил результаты исследования

1

Сломался старый компьютер, но информация была восстановлена

0

Подрядчик повредил несущую стену здания, требуется восстановление

1

Строительство затянулось, и клиент потерял потенциальных покупателей

0

Водитель не справился с управлением и разбил чужую машину

1

Водитель фуры задержался в пути и потерял бонус от заказчика

0

Из-за сбоя биржи инвестор потерял доступ к своим активам

1

Банковский вклад не принес ожидаемой прибыли из-за инфляции

0

В химчистке испортили дорогое пальто

1

Из-за дефицита товаров в магазине не оказалось нужного продукта

0

В нашем случае таблица была сохранена в виде csv файла. Необходимо отметить, что модели очень чувствительны к корректности подготовленных данных. Отсутствие разделителей или наличие лишних разделителей приводит к неудовлетворительному результату обучения.

В качестве модели для обучения выбрана “DeepPavlov/rubert-base-cased”. Эта модель уже предварительно обучена на текстах российского сегмента Википедии и новостных статей.

Код для обучения модели выглядит следующим образом:
import pandas as pd
import torch
import numpy as np
from transformers import (
    AutoTokenizer,
    AutoModelForSequenceClassification,
    Trainer,
    TrainingArguments,
    EarlyStoppingCallback,
    DataCollatorWithPadding
)
from sklearn.model_selection import train_test_split
from sklearn.metrics import (
    accuracy_score, 
    precision_recall_fscore_support,
    confusion_matrix,
    classification_report
)
from datasets import Dataset
import matplotlib.pyplot as plt
import seaborn as sns

# === 1. Загрузка данных ===
data = pd.read_csv(r"путь к файлу с данными")

# Разделяем данные
train_texts, val_texts, train_labels, val_labels = train_test_split(
    data["text"], data["real_damage"], test_size=0.2, random_state=42, stratify=data["real_damage"]
)

train_data = Dataset.from_dict({"text": train_texts.tolist(), "label": train_labels.tolist()})
val_data = Dataset.from_dict({"text": val_texts.tolist(), "label": val_labels.tolist()})

# === 2. Токенизация ===
model_name = "DeepPavlov/rubert-base-cased"
tokenizer = AutoTokenizer.from_pretrained(model_name)

def tokenize_data(batch):
    return tokenizer(batch["text"], padding=False, truncation=True, max_length=512)  # Dynamic padding

train_data = train_data.map(tokenize_data, batched=True, remove_columns=["text"])
val_data = val_data.map(tokenize_data, batched=True, remove_columns=["text"])

train_data.set_format(type="torch", columns=["input_ids", "attention_mask", "label"])
val_data.set_format(type="torch", columns=["input_ids", "attention_mask", "label"])

# === 3. Модель ===
model = AutoModelForSequenceClassification.from_pretrained(model_name, num_labels=2)

# === 4. Метрики ===
def compute_metrics(eval_pred):
    logits, labels = eval_pred
    predictions = np.argmax(logits, axis=-1)
    
    accuracy = accuracy_score(labels, predictions)
    precision, recall, f1, _ = precision_recall_fscore_support(
        labels, predictions, average='binary'
    )
    
    return {
        "accuracy": accuracy,
        "precision": precision,
        "recall": recall,
        "f1": f1
    }

# === 5. Настройки обучения ===
training_args = TrainingArguments(
    output_dir="./results",
    eval_strategy="epoch",
    save_strategy="epoch",
    learning_rate=2e-5,
    per_device_train_batch_size=8,
    per_device_eval_batch_size=8,
    num_train_epochs=3,
    weight_decay=0.01,
    logging_dir="./logs",
    logging_steps=10,
    load_best_model_at_end=True,
    metric_for_best_model="f1",
    greater_is_better=True,
    save_total_limit=2  # Сохранять только 2 лучших чекпоинта
)

# Data collator для динамического паддинга
data_collator = DataCollatorWithPadding(tokenizer=tokenizer)

trainer = Trainer(
    model=model,
    args=training_args,
    train_dataset=train_data,
    eval_dataset=val_data,
    compute_metrics=compute_metrics,
    data_collator=data_collator,
    callbacks=[EarlyStoppingCallback(early_stopping_patience=2)]
)

# === 6. Обучение ===
print("\n Начало обучения...")
trainer.train()

# === 7. Оценка модели ===
eval_results = trainer.evaluate()
for key, value in eval_results.items():
    print(f"{key}: {value:.4f}")

# Детальная оценка
predictions = trainer.predict(val_data)
preds = np.argmax(predictions.predictions, axis=-1)

print("\n Classification Report:")
print(classification_report(
    val_labels, 
    preds,
    target_names=["Не реальный ущерб", "Реальный ущерб"],
    digits=4
))

# Confusion Matrix
cm = confusion_matrix(val_labels, preds)
plt.figure(figsize=(8, 6))
sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', 
            xticklabels=["Не реальный ущерб", "Реальный ущерб"],
            yticklabels=["Не реальный ущерб", "Реальный ущерб"])
plt.title('Confusion Matrix')
plt.ylabel('True Label')
plt.xlabel('Predicted Label')
plt.tight_layout()
plt.savefig('confusion_matrix.png')

# === 8. Сохранение модели ===
model.save_pretrained("./binary_classification_model")
tokenizer.save_pretrained("./binary_classification_model")

Выглядеть процесс сравнения ожидаемых значений с полученными может примерно так:

test_examples = [
    "На мой автомобиль упал снег с крыши и повредил капот",
    "Из-за задержки возврата техники мы потеряли контракт на 5 млн рублей",
    "Квартира была затоплена соседями сверху, испорчен ремонт",
    "Компания упустила возможность заключить выгодный контракт"
]

for text in test_examples:
    inputs = tokenizer(text, return_tensors="pt", padding=True, truncation=True)
    with torch.no_grad():
        outputs = model(**inputs)
    prediction = torch.argmax(outputs.logits, dim=-1).item()
    confidence = torch.softmax(outputs.logits, dim=-1)[0][prediction].item()
    label = "Реальный ущерб" if prediction == 1 else "Не реальный ущерб"
    print(f"Текст: {text}")
    print(f"Предсказание: {label} (уверенность: {confidence:.2%})\n")

Использование других моделей для классификации.

Для выполнения той же задачи с помощью уже существующих моделей есть несколько вариантов:

  1. Для специализированной классификации (например, российское право) лучше использовать локальные модели (YandexGPT, GigaChat и др).

    Плюсы:
    - предпочтительны для специфики конкретной страны или группы стран;
    - поддерживают совместно используемые языки общения находящихся на территории страны или группы стран людей.
    Минусы:
    - все еще в процессе обучения;
    - могут не обладать функционалом для качественной классификации;
    - могут не обладать информацией о событиях и фактах из других стран.

  2. Возможно использовать специализированные модели для решение задач классификации (Google Natural Language API, Yandex Classifier (Few-Shot, Zero-Shot и др.).

    Плюсы:
    - предназначены для выполнения задач классификации
    - способны качественно распределять информацию по заданным критериям
    Минусы:
    - могут не поддерживать локальные языки (не поддерживается Русский язык)

  3. Использование известных моделей для решения подобных задач (ChatGPT, Gemini, Claude и др):

    Плюсы:
    - обладают огромным объемом данных, на которых обучались
    - могут довольно качественно консультировать даже по некоторым специализированным категориям
    Минусы:
    - могут галлюцинировать из-за недостатка данных по вопросу
    - могут неверно определять тональность из-за отсутствия специализации на решении таких задач

Чтобы протестировать качество классификации различных моделей, мы собрали список из 6-8 разных AI-продуктов и протестировали с их помощью качество классификации для двух случаев:

  1. Классификация различных кейсов на предмет отношения к реальному ущербу по ст. 15 ГК РФ (чтобы проверить, каковы возможности разных моделей в специализированной отрасли).

  2. Классификация предложений на предмет отношения к указанной категории (чтобы проверить, может ли модель по структуре предложений распределить на условные положительные или отрицательные).

Для первого случая были выбраны следующие продукты: BERT, ChatGPT, YandexGPT, Google Natural Language API, Yandex Classifier.

Google Natural Language API был выбран для проверки наличия ограничения при работе с русским текстом. По результатам проверки все тестовые случаи возвращали следующее:

Error: 400 The language ru is not supported for document_sentiment analysis

Остальные AI-продукты были выбраны в следующих модификациях:

- BERT: предобученная на самостоятельно собранных данных модель;
- ChatGPT: модели gpt-3.5-turbo и gpt-5-mini;
- YandexGPT: модели yandexgpt-lite, yandexgpt;
- Yandex Classifier: Zero-Shot, Few-Shot

Модели ChatGPT, YandexGPT использовались в двух модификациях: без уточняющего промпта и с уточняющим понятие реального ущерба промптом для демонстрации наличия или остутствия возможности классификации в специализированной сфере.

Промпт для уточнения терминологии выглядел так:

CLASSIFICATION_PROMPT_WITH_EXPLANATION = """Ты - эксперт по российскому гражданскому 
праву.

Задача: определить, относится ли описанный случай к понятию "реальный ущерб" согласно 
статье 15 ГК РФ.

Реальный ущерб включает:
1. Утрату или повреждение имущества
2. Расходы на восстановление нарушенного права

НЕ является реальным ущербом:
- Упущенная выгода (неполученные доходы)
- Моральный вред

Проанализируй следующий случай и ответь СТРОГО одним словом без объяснений: "ДА" (если 
это реальный ущерб) или "НЕТ" (если не является реальным ущербом).

ВАЖНО: Твой ответ должен состоять ТОЛЬКО из одного слова "ДА" или "НЕТ", без 
дополнительных пояснений.

Случай: {text}

Ответ:"""

Промпт для задания роли без пояснений выглядел так

CLASSIFICATION_PROMPT_WITHOUT_EXPLANATION = """Определи, относится ли описанный случай 
к понятию "реальный ущерб" согласно российскому гражданскому законодательству.

Ответь СТРОГО одним словом без объяснений: "ДА" или "НЕТ".

ВАЖНО: Твой ответ должен состоять ТОЛЬКО из одного слова "ДА" или "НЕТ", без 
дополнительных пояснений.

Случай: {text}

Ответ:"""

Для Yandex Classifier Zero-Shot был создан следующий промпт:

"""Определи, относится ли описанный случай к понятию "реальный ущерб" согласно статье 15 ГК РФ.

Реальный ущерб включает:
1. Утрату или повреждение имущества
2. Расходы на восстановление нарушенного права

НЕ является реальным ущербом:
- Упущенная выгода (неполученные доходы)
- Моральный вред"""

Для Yandex Classifier Few-shot была добавлена небольшая выборка примеров для использования в работе:


samples = [
    # Примеры реального ущерба
    {"text": "Автомобиль был поврежден в результате ДТП", "label": "Реальный ущерб"},
    {"text": "Затопление квартиры привело к повреждению мебели и ремонта", "label": "Реальный ущерб"},
    {"text": "Расходы на оплату услуг юриста для восстановления права собственности", "label": "Реальный ущерб"},

    # Примеры НЕ реального ущерба
    {"text": "Потеря прибыли из-за срыва контракта", "label": "Не реальный ущерб"},
    {"text": "Моральные страдания от оскорблений", "label": "Не реальный ущерб"},
    {"text": "Недополученный доход от бизнеса", "label": "Не реальный ущерб"},
]

Промпт для такой модели выглядел следуюшим образом:

"""Определи, относится ли случай к понятию 'реальный ущерб' согласно российскому 
законодательству"""

Импортируем все необходимые модули:

import pandas as pd
import torch
from transformers import AutoTokenizer, AutoModelForSequenceClassification
import time
from typing import Dict, List, Tuple
import json
import os
from datetime import datetime
from pathlib import Path
import matplotlib.pyplot as plt
import seaborn as sns

Сами по себе классы моделей для бинарной классификации по признаку принадлежности к реальному ущербу выглядят так:

BERT
class BERTClassifier:
    """Классификатор на основе собственной обученной BERT модели"""

    def __init__(self, model_path: str):
        print("Загрузка BERT модели...")
        self.tokenizer = AutoTokenizer.from_pretrained(model_path)
        self.model = AutoModelForSequenceClassification.from_pretrained(model_path)
        self.model.eval()  # Режим inference
        print("BERT модель загружена")

    def classify(self, text: str) -> Tuple[int, float, float]:
        """
        Классифицирует текст

        Возврат:
            prediction: 0 или 1
            confidence: уверенность в предсказании (0-1)
            time_taken: время выполнения в секундах
        """
        start_time = time.time()

        inputs = self.tokenizer(text, return_tensors="pt", padding=True, truncation=True, max_length=512)

        with torch.no_grad():
            outputs = self.model(**inputs)

        logits = outputs.logits
        probabilities = torch.softmax(logits, dim=-1)[0]
        prediction = torch.argmax(logits, dim=-1).item()
        confidence = probabilities[prediction].item()

        time_taken = time.time() - start_time

        return prediction, confidence, time_taken

    def batch_classify(self, texts: List[str]) -> List[Dict]:
        """Классифицирует список текстов"""
        results = []
        for text in texts:
            pred, conf, time_taken = self.classify(text)
            results.append({
                "prediction": pred,
                "confidence": conf,
                "time": time_taken,
                "label": "Реальный ущерб" if pred == 1 else "Не реальный ущерб"
            })
        return results
ChatGPT
import openai
import traceback

class OpenAIClassifier:
    """Классификатор на основе OpenAI GPT API"""

    def __init__(self, api_key: str, use_explanation: bool = True):
        self.api_key = api_key
        self.use_explanation = use_explanation
        self.prompt_template = CLASSIFICATION_PROMPT_WITH_EXPLANATION if use_explanation else CLASSIFICATION_PROMPT_WITHOUT_EXPLANATION
        self.client = openai.OpenAI(api_key=api_key)
        
    def classify(self, text: str) -> Tuple[int, float, float]:
        """Классифицирует текст через OpenAI API"""
        # Запуск таймера выполнения теста
        start_time = time.time()

        try:
            system_message = "Ты эксперт по российскому гражданскому праву." if self.use_explanation else "Ты помощник для классификации текстов."
            # Получение ответа от модели
            response = self.client.chat.completions.create(
                model="gpt-5-mini",
                messages=[
                    {"role": "system", "content": system_message},
                    {"role": "user", "content": self.prompt_template.format(text=text)}
                ],
                max_completion_tokens=500  # Установлено для стабильной работы gpt-5-mini
            )
            # Извлечение текста ответа
            message_content = response.choices[0].message.content
            # Очистка текста от лишних пробелов
            answer = message_content.strip()
            # Приведение текста к верхнему регистру
            answer_upper = answer.upper()
            
            # Парсинг ответа
            # Ищем "ДА" или "YES" в начале ответа или как отдельное слово
            if answer_upper.startswith("ДА") or answer_upper.startswith("YES") or " ДА" in answer_upper or " YES" in answer_upper:
                prediction = 1
                confidence = 0.9
            # Ищем "НЕТ" или "NO" в начале ответа или как отдельное слово
            elif answer_upper.startswith("НЕТ") or answer_upper.startswith("NO") or " НЕТ" in answer_upper or " NO" in answer_upper:
                prediction = 0
                confidence = 0.9
            # Дополнительная проверка: если в ответе есть оба слова, выбираем первое встречающееся
            elif "ДА" in answer_upper and "НЕТ" in answer_upper:
                da_pos = answer_upper.find("ДА")
                net_pos = answer_upper.find("НЕТ")
                if da_pos < net_pos:
                    prediction = 1
                    confidence = 0.7
                else:
                    prediction = 0
                    confidence = 0.7
            else:
                # Если ответ непонятен, выводим для отладки
                print(f"Неоднозначный ответ от OpenAI: '{answer}' для текста: '{text[:50]}...'")
                print(f"Finish reason: {response.choices[0].finish_reason}")
                prediction = -1
                confidence = 0.0
            # Вычисление итогового времени на получение классификации
            time_taken = time.time() - start_time
            return prediction, confidence, time_taken

        except Exception as e:
            print(f"Ошибка OpenAI API: {e}")
            traceback.print_exc()
            return -1, 0.0, 0.0

    def batch_classify(self, texts: List[str]) -> List[Dict]:
        """Классифицирует список текстов"""
        results = []
        for text in texts:
            pred, conf, time_taken = self.classify(text)
            results.append({
                "prediction": pred,
                "confidence": conf,
                "time": time_taken,
                "label": "Реальный ущерб" if pred == 1 else ("Не реальный ущерб" if pred == 0 else "Ошибка")
            })
        return results
YandexGPT
import requests

class YandexGPTClassifier:
    """Классификатор на основе YandexGPT API"""

    def __init__(self, api_key: str, folder_id: str, use_explanation: bool = True):
        self.api_key = api_key
        self.folder_id = folder_id
        self.use_explanation = use_explanation
        self.prompt_template = CLASSIFICATION_PROMPT_WITH_EXPLANATION if use_explanation else CLASSIFICATION_PROMPT_WITHOUT_EXPLANATION      
        self.requests = requests

    def classify(self, text: str) -> Tuple[int, float, float]:
        """Классифицирует текст через YandexGPT API"""

        # Запуск таймера выполнения теста
        start_time = time.time()

        # Запрос на выполнение классификации
        try:
            url = "https://llm.api.cloud.yandex.net/foundationModels/v1/completion"

            headers = {
                "Content-Type": "application/json",
                "Authorization": f"Api-Key {self.api_key}",
                "x-folder-id": self.folder_id
            }

            system_message = "Ты эксперт по российскому гражданскому праву." if self.use_explanation else "Ты помощник для классификации текстов."

            payload = {
                "modelUri": f"gpt://{self.folder_id}/yandexgpt/latest",
                "completionOptions": {
                    "stream": False,
                    "temperature": 0.0,
                    "maxTokens": 10
                },
                "messages": [
                    {
                        "role": "system",
                        "text": system_message
                    },
                    {
                        "role": "user",
                        "text": self.prompt_template.format(text=text)
                    }
                ]
            }
            # Объект ответа
            response = self.requests.post(url, headers=headers, json=payload, timeout=30)
            
            # Проверка HTTP на предмет наличия положительного статуса
            # Если положительного статуса нет (200-299), выводит исключение
            response.raise_for_status()

            # Преобразование json в словарь Python
            result = response.json()
            # Получение текста ответа
            answer = result["result"]["alternatives"][0]["message"]["text"].strip().upper()

            # Парсинг ответа
            if "ДА" in answer or "YES" in answer:
                prediction = 1
                confidence = 0.9
            elif "НЕТ" in answer or "NO" in answer:
                prediction = 0
                confidence = 0.9
            else:
                prediction = -1
                confidence = 0.0

            # Вычисление итогового времени на получение классификации    
            time_taken = time.time() - start_time
            return prediction, confidence, time_taken

        except Exception as e:
            print(f"Ошибка YandexGPT API: {e}")
            return -1, 0.0, 0.0

    def batch_classify(self, texts: List[str]) -> List[Dict]:
        """Классифицирует список текстов"""
        results = []
        for text in texts:
            pred, conf, time_taken = self.classify(text)
            results.append({
                "prediction": pred,
                "confidence": conf,
                "time": time_taken,
                "label": "Реальный ущерб" if pred == 1 else ("Не реальный ущерб" if pred == 0 else "Ошибка")
            })
        return results
Yandex Classifier Zero-Shot
import requests

class YandexZeroShotClassifier:
    """
    Классификатор на основе Yandex Classifier API (Zero-shot)
    Использует специализированный API для классификации без примеров
    """

    def __init__(self, api_key: str, folder_id: str):
        self.api_key = api_key
        self.folder_id = folder_id
        self.first_call = True  # Флаг для отслеживания первого вызова
        self.requests = requests

    def classify(self, text: str) -> Tuple[int, float, float]:
        """Классифицирует текст через Yandex Classifier API (zero-shot)"""

        # Добавляем задержку перед первым запросом
        if self.first_call:
            time.sleep(2.0)
            self.first_call = False
        
        # Запуск таймера выполнения теста
        start_time = time.time()
        
        # Запрос на выполнение классификации
        try:
            url = "https://llm.api.cloud.yandex.net/foundationModels/v1/fewShotTextClassification"

            headers = {
                "Content-Type": "application/json",
                "Authorization": f"Api-Key {self.api_key}",
                "x-folder-id": self.folder_id
            }

            payload = {
                "modelUri": f"cls://{self.folder_id}/yandexgpt/latest",
                "taskDescription": """Определи, относится ли описанный случай к понятию "реальный ущерб" согласно статье 15 ГК РФ.

Реальный ущерб включает:
1. Утрату или повреждение имущества
2. Расходы на восстановление нарушенного права

НЕ является реальным ущербом:
- Упущенная выгода (неполученные доходы)
- Моральный вред""",
                "labels": [
                    "Не реальный ущерб",
                    "Реальный ущерб"
                ],
                "text": text
            }
            
            # Объект ответа
            response = self.requests.post(url, headers=headers, json=payload, timeout=30)
            
            # Проверка HTTP на предмет наличия положительного статуса
            # Если положительного статуса нет (200-299), выводит исключение
            response.raise_for_status()
            
            # Преобразование json в словарь Python
            result = response.json()

            # Получаем предсказания
            predictions = result.get("predictions", [])
            
            # Возврат в случае отсутствия предсказания
            if not predictions:
                return -1, 0.0, 0.0

            # Сортируем по confidence и берем лучший результат
            best_prediction = max(predictions, key=lambda x: x.get("confidence", 0))
            label = best_prediction.get("label", "")
            confidence = best_prediction.get("confidence", 0.0)

            # Преобразуем label в 0/1
            if "Реальный ущерб" in label:
                prediction = 1
            else:
                prediction = 0

            # Вычисление итогового времени на получение классификации      
            time_taken = time.time() - start_time
            return prediction, confidence, time_taken

        except Exception as e:
            print(f"Ошибка Yandex Classifier API: {e}")
            return -1, 0.0, 0.0

    def batch_classify(self, texts: List[str]) -> List[Dict]:
        """Классифицирует список текстов"""
        results = []
        for i, text in enumerate(texts):
            pred, conf, time_taken = self.classify(text)
            results.append({
                "prediction": pred,
                "confidence": conf,
                "time": time_taken,
                "label": "Реальный ущерб" if pred == 1 else ("Не реальный ущерб" if pred == 0 else "Ошибка")
            })
            # Добавляем задержку между запросами для избежания rate limit
            if i < len(texts) - 1:  # Не ждём после последнего запроса
                time.sleep(0.5)  # 500ms задержка
        return results
Yandex Classifier Few-Shot
import requests


class YandexFewShotClassifier:
    """
    Классификатор на основе Yandex Classifier API (Few-shot)
    Использует примеры для обучения классификатора
    """

    def __init__(self, api_key: str, folder_id: str):
        self.api_key = api_key
        self.folder_id = folder_id
        self.first_call = True  # Флаг для отслеживания первого вызова
        self.requests = requests
        
    def classify(self, text: str) -> Tuple[int, float, float]:
        """Классифицирует текст через Yandex Classifier API (few-shot)"""

        # Добавляем задержку перед первым запросом
        if self.first_call:
            time.sleep(2.0)
            self.first_call = False
            
        # Запуск таймера выполнения теста
        start_time = time.time()
        
        # Запрос на выполнение классификации
        try:
            url = "https://llm.api.cloud.yandex.net/foundationModels/v1/fewShotTextClassification"

            headers = {
                "Content-Type": "application/json",
                "Authorization": f"Api-Key {self.api_key}",
                "x-folder-id": self.folder_id
            }

            # Few-shot примеры для обучения
            samples = [
                # Примеры реального ущерба
                {"text": "Автомобиль был поврежден в результате ДТП", "label": "Реальный ущерб"},
                {"text": "Затопление квартиры привело к повреждению мебели и ремонта", "label": "Реальный ущерб"},
                {"text": "Расходы на оплату услуг юриста для восстановления права собственности", "label": "Реальный ущерб"},

                # Примеры НЕ реального ущерба
                {"text": "Потеря прибыли из-за срыва контракта", "label": "Не реальный ущерб"},
                {"text": "Моральные страдания от оскорблений", "label": "Не реальный ущерб"},
                {"text": "Недополученный доход от бизнеса", "label": "Не реальный ущерб"},
            ]

            payload = {
                "modelUri": f"cls://{self.folder_id}/yandexgpt/latest",
                "taskDescription": "Определи, относится ли случай к понятию 'реальный ущерб' согласно российскому законодательству",
                "labels": [
                    "Не реальный ущерб",
                    "Реальный ущерб"
                ],
                "text": text,
                "samples": samples
            }
            # Объект ответа
            response = self.requests.post(url, headers=headers, json=payload, timeout=30)
            
            # Проверка HTTP на предмет наличия положительного статуса
            # Если положительного статуса нет (200-299), выводит исключение 
            response.raise_for_status()

            # Преобразование json в словарь Python
            result = response.json()

            # Получаем предсказания
            predictions = result.get("predictions", [])

            # Возврат в случае отсутствия предсказания
            if not predictions:
                return -1, 0.0, 0.0

            # Сортируем по confidence и берем лучший результат
            best_prediction = max(predictions, key=lambda x: x.get("confidence", 0))
            label = best_prediction.get("label", "")
            confidence = best_prediction.get("confidence", 0.0)

            # Преобразуем label в 0/1
            if "Реальный ущерб" in label:
                prediction = 1
            else:
                prediction = 0

            # Вычисление итогового времени на получение классификации    
            time_taken = time.time() - start_time
            return prediction, confidence, time_taken

        except Exception as e:
            print(f"Ошибка Yandex Few-shot Classifier API: {e}")
            return -1, 0.0, 0.0

    def batch_classify(self, texts: List[str]) -> List[Dict]:
        """Классифицирует список текстов"""
        results = []
        for i, text in enumerate(texts):
            pred, conf, time_taken = self.classify(text)
            results.append({
                "prediction": pred,
                "confidence": conf,
                "time": time_taken,
                "label": "Реальный ущерб" if pred == 1 else ("Не реальный ущерб" if pred == 0 else "Ошибка")
            })
            # Добавляем задержку между запросами для избежания rate limit
            if i < len(texts) - 1:  # Не ждём после последнего запроса
                time.sleep(0.5)  # 500ms задержка
        return results
Проведение самих тестов выглядит следующим образом
# Создаем папку для результатов
RESULTS_DIR = Path("relation_classification_comparison_results")
RESULTS_DIR.mkdir(exist_ok=True)

CONFIG = {
    "bert_model_path": r"путь к модели BERT",
    "openai_api_key": os.getenv("OPENAI_API_KEY", ""),
    "yandex_api_key": os.getenv("YANDEX_API_KEY", ""),
    "yandex_folder_id": os.getenv("YANDEX_FOLDER_ID", ""),
}

def calculate_metrics(predictions: List[int], labels: List[int]) -> Dict[str, float]:
    """Вычисляет метрики качества классификации"""

    valid_pairs = [(p, l) for p, l in zip(predictions, labels) if p != -1]

    if not valid_pairs:
        return {
            "accuracy": 0.0,
            "precision": 0.0,
            "recall": 0.0,
            "f1": 0.0,
            "valid_predictions": 0
        }

    predictions_valid = [p for p, l in valid_pairs]
    labels_valid = [l for p, l in valid_pairs]

    tp = sum(1 for p, l in zip(predictions_valid, labels_valid) if p == 1 and l == 1)
    fp = sum(1 for p, l in zip(predictions_valid, labels_valid) if p == 1 and l == 0)
    tn = sum(1 for p, l in zip(predictions_valid, labels_valid) if p == 0 and l == 0)
    fn = sum(1 for p, l in zip(predictions_valid, labels_valid) if p == 0 and l == 1)

    accuracy = (tp + tn) / len(predictions_valid) if predictions_valid else 0
    precision = tp / (tp + fp) if (tp + fp) > 0 else 0
    recall = tp / (tp + fn) if (tp + fn) > 0 else 0
    f1 = 2 * (precision * recall) / (precision + recall) if (precision + recall) > 0 else 0

    return {
        "accuracy": accuracy,
        "precision": precision,
        "recall": recall,
        "f1": f1,
        "valid_predictions": len(predictions_valid),
        "tp": tp,
        "fp": fp,
        "tn": tn,
        "fn": fn
    }


def compare_methods(test_cases: List[Dict]) -> Tuple[pd.DataFrame, Dict]:
    """Сравнивает все методы классификации"""

    classifiers = {
        "BERT (собственная модель)": BERTClassifier(CONFIG["bert_model_path"]),
        "OpenAI GPT (с объяснением)": OpenAIClassifier(CONFIG["openai_api_key"], use_explanation=True),
        "OpenAI GPT (без объяснения)": OpenAIClassifier(CONFIG["openai_api_key"], use_explanation=False),
        "YandexGPT (с объяснением)": YandexGPTClassifier(CONFIG["yandex_api_key"], CONFIG["yandex_folder_id"], use_explanation=True),
        "YandexGPT (без объяснения)": YandexGPTClassifier(CONFIG["yandex_api_key"], CONFIG["yandex_folder_id"], use_explanation=False),
        "Yandex Classifier (zero-shot)": YandexZeroShotClassifier(CONFIG["yandex_api_key"], CONFIG["yandex_folder_id"]),
        "Yandex Classifier (few-shot)": YandexFewShotClassifier(CONFIG["yandex_api_key"], CONFIG["yandex_folder_id"]),
    }

    texts = [case["text"] for case in test_cases]
    true_labels = [case["label"] for case in test_cases]
    categories = [case["category"] for case in test_cases]

    all_results = {}

    for method_name, classifier in classifiers.items():

        results = classifier.batch_classify(texts)
        all_results[method_name] = results

        predictions = [r["prediction"] for r in results]
        metrics = calculate_metrics(predictions, true_labels)

        print(f"✓ Обработано примеров: {len(texts)}")
        print(f"✓ Валидных предсказаний: {metrics['valid_predictions']}")
        print(f"✓ Accuracy: {metrics['accuracy']:.2%}")
        print(f"✓ Precision: {metrics['precision']:.2%}")
        print(f"✓ Recall: {metrics['recall']:.2%}")
        print(f"✓ F1-score: {metrics['f1']:.2%}")

        avg_time = sum(r["time"] for r in results) / len(results) if results else 0
        print(f"✓ Среднее время на пример: {avg_time:.3f} сек")

    comparison_data = []

    for i, case in enumerate(test_cases):
        row = {
            "Текст": case["text"][:60] + "..." if len(case["text"]) > 60 else case["text"],
            "Категория": case["category"],
            "Истина": "Да" if case["label"] == 1 else "Нет"
        }

        for method_name, results in all_results.items():
            pred = results[i]["prediction"]
            conf = results[i]["confidence"]

            if pred == -1:
                row[f"{method_name}"] = "Ошибка"
                row[f"{method_name} (уверенность)"] = "N/A"
            else:
                row[f"{method_name}"] = "Да" if pred == 1 else "Нет"
                row[f"{method_name} (уверенность)"] = f"{conf:.2%}"

        comparison_data.append(row)

    df = pd.DataFrame(comparison_data)

    timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
    output_file = RESULTS_DIR / f"classification_comparison_{timestamp}.csv"
    df.to_csv(output_file, index=False, encoding="utf-8-sig")
    print(f"\n Результаты сохранены в файл: {output_file}")

    return df, all_results


def visualize_results(all_results: Dict, test_cases: List[Dict]):
    """Создает визуализации результатов сравнения"""

    true_labels = [case["label"] for case in test_cases]

    methods = []
    accuracies = []
    f1_scores = []
    avg_times = []
    colors_list = []

    for method_name, results in all_results.items():
        predictions = [r["prediction"] for r in results]
        metrics = calculate_metrics(predictions, true_labels)

        if metrics["valid_predictions"] > 0:
            short_name = method_name.replace(" (собственная модель)", "")

            if "BERT" in method_name:
                color = '#2ecc71'
            elif "без объяснения" in method_name:
                color = '#e74c3c'
            elif "с объяснением" in method_name:
                color = '#3498db'
            else:
                color = '#95a5a6'

            methods.append(short_name)
            accuracies.append(metrics["accuracy"] * 100)
            f1_scores.append(metrics["f1"] * 100)
            avg_times.append(sum(r["time"] for r in results) / len(results))
            colors_list.append(color)

    # График 1: Accuracy и F1-score
    fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))

    x = range(len(methods))

    bars1 = ax1.bar(x, accuracies, color=colors_list, alpha=0.8, edgecolor='black', linewidth=1.2)
    ax1.set_ylabel('Accuracy (%)', fontsize=12)
    ax1.set_title('Сравнение точности методов классификации отношений', fontsize=14, fontweight='bold')
    ax1.set_xticks(x)
    ax1.set_xticklabels(methods, rotation=25, ha='right', fontsize=9)
    ax1.grid(axis='y', alpha=0.3)
    ax1.set_ylim(0, 105)

    for i, (bar, acc) in enumerate(zip(bars1, accuracies)):
        height = bar.get_height()
        ax1.text(bar.get_x() + bar.get_width()/2., height + 1,
                f'{acc:.1f}%', ha='center', va='bottom', fontsize=9, fontweight='bold')

    from matplotlib.patches import Patch
    legend_elements = [
        Patch(facecolor='#2ecc71', label='BERT (обученная модель)'),
        Patch(facecolor='#3498db', label='LLM с объяснением'),
        Patch(facecolor='#e74c3c', label='LLM без объяснения')
    ]
    ax1.legend(handles=legend_elements, loc='lower right', fontsize=9)

    bars2 = ax2.bar(x, f1_scores, color=colors_list, alpha=0.8, edgecolor='black', linewidth=1.2)
    ax2.set_ylabel('F1-score (%)', fontsize=12)
    ax2.set_title('F1-score для каждого метода', fontsize=14, fontweight='bold')
    ax2.set_xticks(x)
    ax2.set_xticklabels(methods, rotation=25, ha='right', fontsize=9)
    ax2.grid(axis='y', alpha=0.3)
    ax2.set_ylim(0, 105)

    for i, (bar, f1) in enumerate(zip(bars2, f1_scores)):
        height = bar.get_height()
        ax2.text(bar.get_x() + bar.get_width()/2., height + 1,
                f'{f1:.1f}%', ha='center', va='bottom', fontsize=9, fontweight='bold')

    plt.tight_layout()
    output_file = RESULTS_DIR / 'classification_methods_comparison.png'
    plt.savefig(output_file, dpi=300, bbox_inches='tight')
    print(f"График сохранен: {output_file}")

    # График 2: Время выполнения
    fig, ax3 = plt.subplots(figsize=(12, 6))
    time_colors = ['#2ecc71' if t < 0.1 else '#f39c12' if t < 1.0 else '#e74c3c' for t in avg_times]
    bars3 = ax3.bar(x, avg_times, color=time_colors, alpha=0.8, edgecolor='black', linewidth=1.2)
    ax3.set_ylabel('Время (секунды)', fontsize=12)
    ax3.set_title('Среднее время классификации одного примера', fontsize=14, fontweight='bold')
    ax3.set_xticks(x)
    ax3.set_xticklabels(methods, rotation=25, ha='right', fontsize=9)
    ax3.grid(axis='y', alpha=0.3)

    for i, (bar, t) in enumerate(zip(bars3, avg_times)):
        height = bar.get_height()
        ax3.text(bar.get_x() + bar.get_width()/2., height + 0.01,
                f'{t:.3f}s', ha='center', va='bottom', fontsize=9, fontweight='bold')

    time_legend = [
        Patch(facecolor='#2ecc71', label='Быстро (<0.1с)'),
        Patch(facecolor='#f39c12', label='Средне (0.1-1с)'),
        Patch(facecolor='#e74c3c', label='Медленно (>1с)')
    ]
    ax3.legend(handles=time_legend, loc='upper right', fontsize=9)

    plt.tight_layout()
    output_file = RESULTS_DIR / 'classification_time_comparison.png'
    plt.savefig(output_file, dpi=300, bbox_inches='tight')
    print(f"График времени сохранен: {output_file}")

    # График 3: Confusion Matrix
    # Создаем mapping для безопасного доступа к axes
    method_to_idx = {method_name: idx for idx, method_name in enumerate(methods)}

    fig, axes = plt.subplots(1, len(methods), figsize=(5*len(methods), 4))

    if len(methods) == 1:
        axes = [axes]

    for method_name, results in all_results.items():
        predictions = [r["prediction"] for r in results if r["prediction"] != -1]
        labels_valid = [true_labels[i] for i, r in enumerate(results) if r["prediction"] != -1]

        method_short = method_name.replace(" (собственная модель)", "")

        # Проверяем, что метод есть в списке methods (т.е. имеет валидные предсказания)
        if method_short in method_to_idx and predictions:
            idx = method_to_idx[method_short]
            from sklearn.metrics import confusion_matrix
            cm = confusion_matrix(labels_valid, predictions)

            sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', ax=axes[idx],
                       xticklabels=["Нет", "Да"],
                       yticklabels=["Нет", "Да"])
            axes[idx].set_title(method_short, fontweight='bold', fontsize=10)
            axes[idx].set_ylabel('Истинная метка')
            axes[idx].set_xlabel('Предсказание')

    plt.tight_layout()
    output_file = RESULTS_DIR / 'confusion_matrices_comparison.png'
    plt.savefig(output_file, dpi=300, bbox_inches='tight')
    print(f"Confusion matrices сохранены: {output_file}")

    plt.close('all')

По итогам тестирования классификации в специализированной сфере были получены следующие результаты:

Модель

Accuracy

Precision

Recall

F1-score

Время (сек)

Верные ответы

YandexGPT (yandexgpt-lite с объяснением терминологии)

100.00%

100.00%

100.00%

100.00%

0.341

14/14

YandexGPT (yandexgpt с объяснением терминологии)

100.00%

100.00%

100.00%

100.00%

0.356

14/14

OpenAI GPT-5-mini (с объяснением терминологии)

100.00%

100.00%

100.00%

100.00%

3.260

14/14

OpenAI GPT-3.5-turbo (с объяснением терминологии)

100.00%

100.00%

100.00%

100.00%

0,748

14/14

Yandex Classifier (zero-shot)

100.00%

100.00%

100.00%

100.00%

0.166

10/10

Yandex Classifier (few-shot)

100.00%

100.00%

100.00%

100.00%

0.187

11/11

BERT

92.86%

88.89%

100.00%

94.12%

0.136

13/14

YandexGPT (yandexgpt без объяснения терминологии)

92.86%

88.89%

100.00%

94.12%

0.336

13/14

OpenAI GPT-5-mini (без объяснения терминологии)

85.71%

80.00%

100.00%

88.89%

4.813

14/14

YandexGPT (yandexgpt-lite без объяснения терминологии)

78.57%

77.78%

87.50%

82.35%

0.422

11/14

OpenAI GPT-3.5-mini (без объяснения терминологии)

64.29%

61.54%

100.00%

76.19%

0.640

9/14

Даже на такой небольшой выборке в 14 тестов можно увидеть различия в качестве работы моделей.

Самыми эффективными с точки зрения точности и быстроты классификации оказались модели YandexGPT с поясняющим терминологию промтом.

Наша собственная модель BERT допустила ошибку при классификации морального ущерба, поскольку в обучающей выборке было довольно много примеров реального ущерба где фигурировали формулировки нарушения договорных обязательств. Поэтому, когда появился пример моральных страданий из-за нарушения договора, наша модель посчитала такое упоминание признаком реального ущерба и выдала ложноположительный ответ.

Модели Yandex Classifier, хоть и не допустили ошибок, при классификации требуют дополнительных настроек для соблюдения лимита количества запросов в единицу времени, поэтому в 3 и 4 случаях из выборки в 14 тестов было зафиксировано исключение (HTTP код 429).

Модели от OpenAI и YandexGPT куда хуже себя ведут в специализированных областях без поясняющих промптов.

После такого анализа мы захотели пойти дальше и попробовать протестировать способность моделей классифицировать тональность текстов (предложений и фраз) на положительную и отрицательную.

Промпт для уточнения критериев классификации выглядит так:

CLASSIFICATION_PROMPT_WITH_EXPLANATION = """Ты - эксперт по анализу текстов на русском 
языке.

Задача: определить, относится ли объект или явление, упомянутое в предложении, 
к чему-либо.

Примеры:
- "Митохондрии выполняют роль энергетических станций клетки" → 
Относится (митохондрии относятся к клетке)
- "Растения не содержат гликогена" → 
Не относится (гликоген не содержится в растениях)
- "JavaScript является частью веб-разработки" → 
Относится (JavaScript относится к веб-разработке)
- "DNS-серверы не связаны с обработкой изображений" → 
Не относится (DNS-серверы не связаны с этим)

Проанализируй предложение и ответь СТРОГО одним словом без объяснений: 
"ДА" (если объект/явление относится к чему-то) или "НЕТ" (если не относится).

ВАЖНО: Твой ответ должен состоять ТОЛЬКО из одного слова "ДА" или "НЕТ", без 
дополнительных пояснений.

Предложение: {text}

Ответ:"""

Промпт без дополнительных объяснений критериев выглядит следующим образом:

CLASSIFICATION_PROMPT_WITHOUT_EXPLANATION = """Относится ли объект или явление в 
предложении к чему-то?

Предложение: {text}

Ответь ТОЛЬКО "ДА" или "НЕТ" (одно слово):"""

Модели были выбраны те же, а вот результаты тестирования оказались несколько иными.

Модель

Accuracy

Precision

Recall

F1-score

Время (сек)

Верные ответы

BERT

100%

100%

100%

100%

0,095-0,139

30/30

YandexGPT (yandexgpt с объяснением критериев оценки)

100%

100%

100%

100%

0,388

30/30

Yandex Classifier (zero-shot)

100%

100%

100%

100%

1,970

30/30

Yandex Classifier (few-shot)

100%

100%

100%

100%

2,370

30/30

YandexGPT (yandexgpt без объяснения критериев оценки)

93.33%

93.33%

93.33%

93.33%

1,900

28/30

OpenAI GPT-5-mini (с объяснением критериев оценки)

93.33%

93.33%

93.33%

93.33%

3,989

28/30

OpenAI GPT-3.5-turbo (с объяснением критериев оценки)

86.67%

78.95%

100.00%

88.24%

0,750

26/30

OpenAI GPT-3.5-turbo (без объяснения критериев оценки)

83.33%

75.00%

100.00%

85.71%

0,613

25/30

OpenAI GPT-5-mini (без объяснения критериев оценки)

66.67%

62.50%

100.00%

76.92%

4,693

18/27

YandexGPT (yandexgpt-lite с объяснением критериев оценки)

60.00%

55.56%

100.00%

71.43%

0,468

18/30

YandexGPT (yandexgpt-lite без объяснения критериев оценки)

50.00%

50.00%

100.00%

66.67%

0,359

15/30

Самыми успешными в классификации по заданным критериям оказались предварительно обученная собственная модель BERT и yandexgpt с объяcнением критериев оценки.

Модели Yandex Classifier тоже показали себя хорошо. Процент успешных решений варьируется от 96,67% до 100%. С помощью изменений в коде исполнения запросов были решены проблемы с отображением ошибки HTTP 429, но из-за этого увеличилось время на проведение тестов.

Следует отметить, что модель yandexgpt даже без детальных объяснений критериев оценки справилась практически идеально.

В негативном плане отмечена модель yandexgpt-lite, у которой наблюдались большие проблемы с определением отрицаний в тестовых примерах. Даже детальное пояснение задачи не помогло исправить проблему.

Также, вследствие отказа от параметра temperature в модели gpt5-mini наблюдается нестабильность в проведении тестов (3 тест кейса из 30 завершились пустым выводом).

С помощью таких тестов мы смогли определить, что модель yandexgpt является предпочтительной для использования в русскоязычном сегменте для сложных задач классификации.

Собственные модели тоже могут быть успешно применены на сравнительно простых случаях при условии качественно подготовленных данных (необходимо избегать в примерах данных повторяющихся текстовых конструкций, которые не являются определяющими для принятия решения по классификации).

Надеемся, для кого-то результат такого исследования тоже окажется полезным в работе.

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    "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

  • 24.10.25 06:08 MATT PHILLIP

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

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

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

    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]

  • 25.10.25 05:05 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 25.10.25 10:13 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 10:13 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

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

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

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

  • 29.10.25 10:56 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.10.25 10:56 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.10.25 09:49 Christopherbelle

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

  • 30.10.25 12:03 elizabethrush89

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