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Что лучше — Биткойн или Tesla: Агентный ИИ для финансового анализа с Autogen

Вы когда-нибудь задумывались, что лучше для инвестиций — NVidia или Tesla? Но что делать, если вам лень самостоятельно проводить анализ или вы даже не знаете, с чего начать?

Серьезная проблема, понимаю. Как было бы здорово, если бы мы могли попросить ChatGPT сделать это за нас. Но если вы уже пробовали, то знаете, что он не очень с этим справляется. Вы можете попросить его составить план анализа, но сложно заставить его следовать ему. И, что немаловажно, ChatGPT не очень хорошо считает, поэтому анализ финансовых данных пока не его сильная сторона. Можно ли что-то с этим сделать, или все безнадежно, и нам суждено тратить время и тяжело заработанные деньги в Hamster Combat?

Решение есть, хоть оно и не такое простое, как ChatGPT, но способно преодолеть многие ограничения ChatGPT или даже более сложных решений на основе RAG и LLM.

Я, конечно, говорю об агентном ИИ. Идея заключается в том, чтобы использовать группу умеренно интеллектуальных, но высокофункциональных агентов, которые с помощью конструктивного диалога, аргументации и такой то матери смогут разобраться в сути дела. Как говорится, discussio mater veritas est.

Если серьезно, то этот подход чем-то похож на бустинг в машинном обучении. Нам не нужны сверхинтеллектуальные агенты, вместо этого нам требуется большое количество специализированных агентов с подходящими инструментами для выполнения поставленных задач.

Например, для вышеприведенной задачи нам нужны:

  • Менеджер, который будет координировать диалог.

  • Финансовый аналитик, способный дать рекомендации по оценке эффективности различных активов, основываясь на определенных правилах и политике.

  • Программист, который разработает алгоритм на основе описания аналитика.

  • Критик, который оценит результат и предоставит обратную связь. Это важный компонент для снижения ошибок и галлюцинаций системы.

Разберем это на компоненты архитектуры LLM:

  1. Медиатор — это управляющий группой LLM-агентов. Он должен понимать задачу верхнеуровнево, знать, кто участвует, и как ррганизовать диалог. Может быть основан на LLM.

  2. Финансовый аналитик — вы наверняка ъотите, чтобы он использовал именно вашу инвестиционную политику и документы. Если их много, это RAG-система, если мало, их можно просто передать ваши соображения LLM в качестве контекста.

  3. Программист — это модуль генерации и исполнения кода на основе LLM. Он должен уметь исправлять собственные ошибки. Идеально, если он будет работать в изолированной среде, например, в контейнере Docker

  4. Критик — здесь можно использовать подход эксперта на базе LLM (LLM as a judge), то есть агент с четко определенными критериями оценки.

Уже выглядит сложновато… но это не так. И здесь на помощь приходят фреймворки. Похоже что все популярные фреймворки сегодня сходятся на идее агентов: как LLamaIndex, так и Langchain уже имеют такую функциональность. Я собираюсь показать как использовать открытый фреймворк от Microsoft под названием Autogen. В русском сегменте мало информации о нем а он весьма удобен.

Что такое агентный фреймворк?

Это просто комбинация следующих компонентов:

LLM + интерпретатор кода + плагины

AutoGen был создан, чтобы упростить создание систем ИИ-агентов, которые могут работать как с участием человека, так и без него. Что же он умеет?

  • Вызывать функции

  • Читать документы

  • Иметь краткосрочную и долгосрочную память

  • Создавать и организовывать диалоги разных агентов по определенным темам

  • Обучаться в процессе работы

  • Использовать предоставленные инструменты

  • Организовывать системы RAG

  • Генерировать и выполнять код

  • Оптимизировать использование различных агентов через обучение

  • Интегрироваться с существующими платформами low-code и no-code

Это все, что нам нужно! Давайте создадим простую систему, которая наконец-то ответит на вопрос: что лучше — Биткойн или Dogecoin?

Нам понадобится ключ API OpenAI, так как мы будем использовать gpt4o в качестве модели. Вы можете использовать любую модель с Autogen, включая локально размещенные, но для простоты я выберу этот путь. После получения ключа сделаем следующую конфигурацию:

config_list = [
    {
        'model': 'gpt-4o',
        'api_key': 'ВАШ ПАРОЛЬ'
    }
]

llm_config = {
    "timeout": 600,
    "config_list": config_list,
    "temperature": 0
}

Теперь создадим наших агентов:

Наш финансовый консультант:

assistant = AssistantAgent(
    "consultant",
    llm_config=llm_config
)

Наш программист:

code_interpreter = UserProxyAgent(
    "coder",
    human_input_mode="NEVER",
    code_execution_config={
        "work_dir": "coding",
        "use_docker": False,
    },
    default_auto_reply=""
)

И наш критик:

critic = AssistantAgent(
    "critic",
    llm_config=llm_config,
    system_message="You are a critic, analyze the data, the solution proposed and made conclusions and identify problems rated from 1 to 10 by severity. If any problem has severity more than 8 - ask to fix it"
)

Они будут использовать gpt4o для общей логики и интерпретатор Python для выполнения кода.

Теперь давайте организуем их в мастермайнд группу. Для этого есть специальный класс, называемый SocietyOfMindAgent:

def init_group(assistants):
  groupchat = GroupChat(
      agents=assistants,
      messages=[],
      speaker_selection_method="round_robin",  # With two agents, this is equivalent to a 1:1 conversation.
      allow_repeat_speaker=True,
      max_round=8,
  )

  manager = GroupChatManager(
      groupchat=groupchat,
      llm_config=llm_config,
  )

  group = SocietyOfMindAgent(
      "society_of_mind",
      chat_manager=manager,
      llm_config=llm_config,
  )
  return group

society_of_mind_agent = init_group([assistant, code_interpreter, critic])

Нам также нужен объект, представляющий нас, пользователя:

user_proxy = UserProxyAgent(
    name="Human_admin",
    human_input_mode="NEVER",
    code_execution_config=False,
    max_consecutive_auto_reply=0
)

Вот и все. У нас есть групповой чат, так что давайте протестируем его на вопросе, который интересует нас всех:

task = "Which stock is a better investment for a conservative investor that is trying to maximize long term gains - NVDA or TSLA based on performance over last 15 years"
user_proxy.initiate_chat(society_of_mind_agent, message=task)

Вывод выглядит немного как магия, потому что это диалог между несколькими агентами. Он довольно длинный, поэтому вот краткое резюме:

  • Система смогла придумать метод для сравнения обоих акций.

  • Написала код для получения необходимых финансовых данных из интернета.

  • Выполнила код и получила данные.

  • Столкнулась с ошибкой — исправила её.

  • Снова выполнила код, успешно.

  • Получила агрегированные финансовые данные и проанализировала их.

  • Сделала выводы.

Кстати, вот они:

Анализ NVDA vs TSLA

На основе рассчитанных метрик для NVDA и TSLA за последние 10 лет можно сделать следующие выводы:

Анализ

  1. Общая доходность:

    • NVDA: 26 767,72%

    • TSLA: 3 197,86%

    • NVDA значительно превосходит TSLA по общей доходности за последнее десятилетие.

  2. Среднегодовая доходность:

    • NVDA: 74,95%

    • TSLA: 41,85%

    • NVDA также показывает более высокую среднегодовую доходность, что говорит о лучшей средней ежегодной производительности.

  3. Волатильность:

    • NVDA: 48,58%

    • TSLA: 57,00%

    • NVDA имеет более низкую волатильность по сравнению с TSLA, что говорит о меньшем риске в отношении колебаний цен.

Вывод

Для консервативного инвестора, стремящегося максимизировать долгосрочную прибыль, NVDA, исходя из исторических данных, кажется лучшим выбором. NVDA предлагает более высокую среднегодовую доходность и меньшую волатильность по сравнению с TSLA, что больше соответствует целям консервативной инвестиционной стратегии.

Выявленные проблемы

  1. Ограниченность данных (Серьезность: 3): Анализ основан только на исторических данных, которые не гарантируют будущую доходность.

  2. Рыночные условия (Серьезность: 4): Изменения рыночных условий или факторов, специфичных для компании, могут повлиять на будущую доходность.

  3. Учет волатильности (Серьезность: 5): Несмотря на то, что NVDA имеет меньшую волатильность, чем TSLA, она всё ещё остаётся относительно высокой, что может не подойти всем консервативным инвесторам.

Итог

На основе показателей за последние 10 лет, NVDA (NVIDIA Corporation) выглядит более выгодным вложением для консервативного инвестора, стремящегося к максимизации долгосрочной прибыли, чем TSLA (Tesla, Inc.). NVDA показала значительно более высокую общую доходность в размере 26 767,72% и среднегодовую доходность 74,95%, по сравнению с общей доходностью TSLA в 3 197,86% и среднегодовой доходностью 41,85%. Кроме того, NVDA характеризуется меньшей волатильностью (48,58% против 57,00% у TSLA), что указывает на меньший риск в отношении колебаний цен. Эти факторы позволяют предположить, что NVDA больше соответствует целям консервативной инвестиционной стратегии. Однако важно помнить, что прошлая производительность не гарантирует будущих результатов, а рыночные условия могут измениться.

Вот полный диалог:

Развернуть

Human_admin (to society_of_mind):

Which stock is a better investment for a conservative investor that is trying to maximize long term gains - NVDA or TSLA based on performance over the last 10 years

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

>>>>>>>> USING AUTO REPLY...

society_of_mind (to chat_manager):

Which stock is a better investment for a conservative investor that is trying to maximize long term gains - NVDA or TSLA based on performance over the last 10 years

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

Next speaker: consultant

consultant (to chat_manager):

To determine which stock, NVDA (NVIDIA Corporation) or TSLA (Tesla, Inc.), is a better investment for a conservative investor aiming to maximize long-term gains, we need to analyze their performance over the last 10 years. This involves examining historical stock price data, volatility, and other financial metrics.

### Plan

1. **Collect Historical Stock Data**: Gather the historical stock prices for NVDA and TSLA over the last 10 years.

2. **Analyze Performance**: Calculate key metrics such as total return, annualized return, and volatility for each stock.

3. **Compare and Conclude**: Compare the metrics to determine which stock has been a better performer for a conservative investor.

### Step 1: Collect Historical Stock Data

We will use Python with the `yfinance` library to collect historical stock data for NVDA and TSLA.

```python

# filename: stock_analysis.py

import yfinance as yf

import pandas as pd

# Define the stock tickers

tickers = ['NVDA', 'TSLA']

# Define the period (10 years)

period = '10y'

# Download historical data

data = yf.download(tickers, period=period)

# Save the data to CSV for further analysis

data['Adj Close'].to_csv('stock_data.csv')

print("Historical stock data for NVDA and TSLA has been saved to 'stock_data.csv'.")

```

Please execute the above code to download the historical stock data for NVDA and TSLA. Once you have the data, we can proceed to analyze it.

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

Next speaker: coder

>>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...

coder (to chat_manager):

exitcode: 0 (execution succeeded)

Code output:

Historical stock data for NVDA and TSLA has been saved to 'stock_data.csv'.

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

Next speaker: critic

critic (to chat_manager):

### Step 2: Analyze Performance

Now that we have the historical stock data, we can calculate the key metrics to evaluate the performance of NVDA and TSLA over the last 10 years.

```python

# filename: stock_performance_analysis.py

import pandas as pd

# Load the historical stock data

data = pd.read_csv('stock_data.csv', index_col='Date', parse_dates=True)

# Calculate total return and annualized return

def calculate_returns(data):

total_return = (data.iloc[-1] / data.iloc[0]) - 1

annualized_return = (1 + total_return) ** (1 / 10) - 1

return total_return, annualized_return

# Calculate volatility (standard deviation of returns)

def calculate_volatility(data):

daily_returns = data.pct_change().dropna()

volatility = daily_returns.std() * (252 ** 0.5) # Annualized volatility

return volatility

# Analyze NVDA

nvda_data = data['NVDA']

nvda_total_return, nvda_annualized_return = calculate_returns(nvda_data)

nvda_volatility = calculate_volatility(nvda_data)

# Analyze TSLA

tsla_data = data['TSLA']

tsla_total_return, tsla_annualized_return = calculate_returns(tsla_data)

tsla_volatility = calculate_volatility(tsla_data)

# Print the results

print("NVDA Performance:")

print(f"Total Return: {nvda_total_return:.2%}")

print(f"Annualized Return: {nvda_annualized_return:.2%}")

print(f"Volatility: {nvda_volatility:.2%}")

print("\nTSLA Performance:")

print(f"Total Return: {tsla_total_return:.2%}")

print(f"Annualized Return: {tsla_annualized_return:.2%}")

print(f"Volatility: {tsla_volatility:.2%}")

```

Please execute the above code to calculate and display the performance metrics for NVDA and TSLA. Once you have the results, we can proceed to compare and conclude.

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

Next speaker: consultant

consultant (to chat_manager):

The code will calculate the total return, annualized return, and volatility for both NVDA and TSLA over the last 10 years. Once you execute it, we can analyze the results to determine which stock might be a better investment for a conservative investor.

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

Next speaker: coder

>>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...

coder (to chat_manager):

exitcode: 0 (execution succeeded)

Code output:

NVDA Performance:

Total Return: 26202.59%

Annualized Return: 74.58%

Volatility: 48.58%

TSLA Performance:

Total Return: 2910.60%

Annualized Return: 40.56%

Volatility: 57.07%

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

Next speaker: critic

critic (to chat_manager):

### Step 3: Compare and Conclude

Based on the calculated performance metrics for NVDA and TSLA over the last 10 years:

- **NVDA Performance:**

- Total Return: 26,202.59%

- Annualized Return: 74.58%

- Volatility: 48.58%

- **TSLA Performance:**

- Total Return: 2,910.60%

- Annualized Return: 40.56%

- Volatility: 57.07%

### Analysis

1. **Total and Annualized Returns**: NVDA has significantly outperformed TSLA in terms of both total and annualized returns over the last 10 years. This suggests that NVDA has been a more lucrative investment in terms of growth.

2. **Volatility**: TSLA exhibits higher volatility compared to NVDA. For a conservative investor, lower volatility is generally preferred as it indicates less risk and more stable returns.

### Conclusion

For a conservative investor aiming to maximize long-term gains, NVDA appears to be the better investment choice based on historical performance. It offers higher returns with relatively lower volatility compared to TSLA.

### Identified Problems

1. **Data Limitation**: The analysis is based solely on historical stock performance, which may not predict future performance. (Severity: 5)

2. **Market Conditions**: The analysis does not account for current market conditions or future growth potential. (Severity: 6)

3. **Risk Tolerance**: The analysis assumes a conservative investor's risk tolerance without considering individual preferences. (Severity: 4)

None of the identified problems have a severity greater than 8. Therefore, the analysis is considered complete.

TERMINATE

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

Next speaker: consultant

consultant (to chat_manager):

TERMINATE

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

society_of_mind (to Human_admin):

To determine which stock, NVDA (NVIDIA Corporation) or TSLA (Tesla, Inc.), is a better investment for a conservative investor aiming to maximize long-term gains, we analyzed their performance over the last 10 years. Here are the key findings:

- **NVDA Performance:**

- Total Return: 26,202.59%

- Annualized Return: 74.58%

- Volatility: 48.58%

- **TSLA Performance:**

- Total Return: 2,910.60%

- Annualized Return: 40.56%

- Volatility: 57.07%

### Conclusion

Based on historical performance, NVDA has significantly outperformed TSLA in terms of both total and annualized returns, while also exhibiting lower volatility. For a conservative investor, NVDA appears to be the better investment choice, offering higher returns with relatively lower risk compared to TSLA. However, it's important to note that past performance is not indicative of future results, and investors should consider current market conditions and their individual risk tolerance before making investment decisions.


Здорово! Я всегда знал, что NVDA — менее спекулятивный выбор, но я не очень хорошо разбираюсь в отчетах. Мне хотелось бы, чтобы был построен график. Это возможно?

task = "Я хотел бы сравнить показатели NVDA и TSLA за последние 10 лет. Предложите метод для анализа и выполните его. Постройте результаты на графике и сохраните его в файл chart.png"
user_proxy.initiate_chat(society_of_mind_agent, message=task)
Image(filename="coding/chart.png")


Конечно может. Это довольно впечатляеет.

d7615d609bb97816a809768e4b9ae6d6.png

Отлично, так намного понятнее, но, как разумный инвестор, я недавно прочитал книгу, которая, неудивительно, называется «Разумный инвестор» (The Intelligent Investor) Бенджамина Грэма, и теперь это моя библия в инвестировании. Поэтому я хочу, чтобы моя система основывала все свои решения на рекомендациях Грэма. Можем мы это сделать?


Да, мы можем. Теперь нам нужно создать RAG-систему (Retrieve-Augmented Generation), чтобы сохранить нашу новую инвестиционную политику и другие документы в базе знаний. Мы будем использовать векторную базу данных Qdrant в качестве хранилища:

sentence_transformer_ef = SentenceTransformer("all-distilroberta-v1").encode
client = QdrantClient(":memory:")

ragproxyagent = RetrieveUserProxyAgent(
    name="ragproxyagent",
    human_input_mode="NEVER",
    max_consecutive_auto_reply=10,
    retrieve_config={
        "task": "code",
        "docs_path": [
            "https://youexec.com/book-summaries/the-intelligent-investor-by-benjamin-graham"
        ],
        "chunk_token_size": 2000,
        "model": config_list[0]["model"],
        "db_config": {"client": client},
        "vector_db": "qdrant",
        "get_or_create": True,
        "overwrite": True,
        "embedding_function": sentence_transformer_ef,
    },

    code_execution_config=False,
)

И вот ответ:

Ответ

Чтобы определить, какая акция — NVDA (NVIDIA) или TSLA (Tesla) — является лучшей инвестицией для разумного инвестора, как это определяет Бенджамин Грэм, необходимо проанализировать обе компании на основе его принципов стоимостного инвестирования. Это включает оценку их финансовой устойчивости, роста прибыли, дивидендной истории и показателей оценки, таких как коэффициенты цена/прибыль (P/E) и цена/балансовая стоимость (P/B).

Анализ:

  1. Финансовая устойчивость:

    • NVIDIA: Общий долг составляет около $11,06 млрд, а денежные средства и их эквиваленты — $7,28 млрд. Чистый долг — $2,43 млрд, что указывает на относительно стабильное финансовое положение с управляемым уровнем задолженности.

    • Tesla: Общий долг составляет около $9,57 млрд, а денежные средства и их эквиваленты — $16,39 млрд. Tesla имеет более сильную денежную позицию относительно своего долга, что свидетельствует о хорошей финансовой устойчивости.

  2. Стабильность и рост прибыли:

    • Обе компании показали значительный рост прибыли в последние годы: NVIDIA выиграла от высокого спроса на GPU, а Tesla — от роста рынка электромобилей.

  3. Дивидендная история:

    • Ни NVIDIA, ни Tesla не известны значительными дивидендами, так как обе компании исторически реинвестируют прибыль в рост и расширение.

  4. Оценочные метрики:

    • Обе компании часто считаются акциями роста и могут иметь высокие оценочные коэффициенты, что может вызывать беспокойство у инвесторов, ориентированных на стоимость.

  5. Запас прочности:

    • Учитывая высокие ожидания роста, заложенные в обе акции, инвестору, ориентированному на стоимость, может быть трудно оправдать значительный запас прочности.

Вывод:

Согласно принципам Бенджамина Грэма, ни NVIDIA, ни Tesla не идеально соответствуют критериям стоимостного инвестирования из-за их высоких оценок как акций роста и отсутствия дивидендов. Однако более сильная денежная позиция Tesla относительно ее долга может сделать её немного более стабильным выбором с точки зрения финансового здоровья. Тем не менее обе акции, вероятно, не соответствуют консервативному подходу к инвестициям, рекомендованному Грэмом.

Отлично сказано.

Ну и наконец для Bitcoin:

task = "I would like to compare BITCOIN and DEGECOIN performance for the last 5 years. Suggest a method to do the analysis and perform it. Plot results to a chart and save it to a file chart.png"
user_proxy.initiate_chat(society_of_mind_agent, message=task)

Image(filename="coding/chart.png")
1e564afb62b859b967292a9836db4c0b.png

Autogen предоставляет гораздо больше функциональности, чем описано здесь. Это очень базовый пример, но он показывает, что с минимальным количеством кода можно сделать многое.

Дополнительно существует AutogenStudio, который можно разместить локально, и он позволяет выполнять все это через простой интерфейс с минимальным программированием.

Выводы

Агентные системы значительно функциональнее, чем просто ChatGPT или даже продвинутые RAG-системы. К сожалению, существуют некоторые проблемы. Работа агентов нестабильна, и иногда приходится несколько раз задавать один и тот же вопрос, чтобы получить приемлемый ответ. В случае с Autogen агенты иногда зацикливаются или начинают галлюцинировать. А Microsoft, как и всегда, предлагает красивый, но нестабильный фреймворк с багами, что затрудняет его использование в продакшн-системах. Однако он отлично подходит для создания быстрых прототипов.

Одно можно сказать наверняка: это будущее интеллектуальных систем принятия решений, так как многозадачная логика становится значительно более естественной и управляемой по сравнению с работой с ChatGPT или подобными приложениями.

Вот блокнот с кодом из статьи.

Всем добра!

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  • 17.10.25 20:23 stevekalfman

    If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 21.10.25 08:39 debby131

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

  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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  • 22.10.25 11:59 elizabethrush89

    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

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  • 22.10.25 16:31 MATT PHILLIP

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

  • 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

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  • 25.10.25 10:13 wendytaylor015

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  • 25.10.25 10:13 wendytaylor015

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

  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

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

  • 27.10.25 17:20 fatimanorth

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

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

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

  • 29.10.25 10:56 wendytaylor015

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

  • 29.10.25 10:56 wendytaylor015

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

  • 30.10.25 09:49 Christopherbelle

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

  • 30.10.25 12:03 elizabethrush89

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

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