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Crew AI — один из самых популярных агентных фреймворков

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Если ваш ИИ ещё не слал пассивно-агрессивные сообщения в Slack — вы не жили.

Марк Твен

Crew AI — один из самых популярных агентных фреймворков искусственного интеллекта. Ранее я уже тестировал Autogen от Microsoft, и оказалось, что он довольно сырой. Этот фреймворк более зрелый, имеет лучшую документацию и в целом значительно стабильнее, хотя архитектурно они все примерно одинаковы.

Основная идея заключается в построении дерева модели нужного процесса, где агенты выступают узлами дерева и могут быть связаны односторонними или двусторонними связями. Это позволяет моделировать различные типы процессов для решения разнообразных задач.

Давайте рассмотрим базовую структуру Crew:

Агенты: Рабочие лошадки вашей AI-команды. Каждый из них запрограммирован на выполнение конкретной роли (например, «Аналитик кото-мемов» или «Ревьювер кода») и обладает набором инструментов. Чтобы слышать в реальном времени, как они жалуются на свою нагрузку, установите параметр verbose=True.

Задачи: Список дел, который вы выдаёте своим агентам. Например, «Сгенерировать 10 каламбуров о квантовых вычислениях» или «Отладить этот код, притворившись пиратом». Задачи можно выстраивать в цепочки и расставлять приоритеты.

Процессы: Crew AI предлагает варианты как координировать работу, такие как иерархический (агент-CEO раздаёт приказы менеджерам, которые делегируют задачи исполнителям) или последовательный (задачи движутся как конвейер). Выбирайте с умом, если не хотите, чтобы ваша задача «Создать кото-мемы» застряла после задачи «Разрешить проблему изменение климата».

Инструменты: Нужно вызвать API, выполнить парсинг веб-страницы или отправить пассивно-агрессивное сообщение в Slack? Инструменты позволяют вашим агентам делать это.

Давайте создадим нечто вроде системы маркетинговых исследований. Вы передаете ей название компании, и она узнаёт о ней всё: от общих сведений до информации о лицах, принимающих решения. Мы будем использовать Google Collab для удобного обмена.

Фреймворк Crew AI позволяет создавать автономные команды агентов для решения сложных рабочих процессов. В этой системе маркетинговых исследований две команды работают в иерархической структуре для создания подробного отчёта о компании.

Сначала давайте попросим DeepSeek создать план для такой системы, вот что он выдает:

План

Настройка окружения – Установите необходимые пакеты: crewai, openai, langchain, crewai-tools, gdown и selenium.
– Настройте Selenium с безголовым Chromium (включая управление cookie и подделку user-agent).

Подготовка инструментов и утилит – Настройте инструменты для веб-скрейпинга и поиска (например, SerperDevTool, WebsiteSearchTool, ScrapeWebsiteTool).
– Создайте утилиты для имитации задержек, характерных для человека, кэширования полученного HTML и парсинга HTML с помощью LLM.

Разработка агентов Company Analyst: Роль: Собирать общую информацию о компании (индустрия, специализация, последние события) с помощью инструментов веб-поиска и скрейпинга.

Case Studies Analyst: Роль: Извлекать релевантные кейс-стадии из внутреннего хранилища (Google Doc) с помощью семантического поиска.

Decision Maker Analyst: Роль: Извлекать ключевые профили руководителей из LinkedIn с помощью скрейпера на базе Selenium.

Manager Agent (Sales Strategist): Роль: Делегировать задачи аналитикам, объединять их результаты и создавать связный отчёт в формате markdown.

Определение задач – Определите задачи с чёткими инструкциями (например, «Исследовать компанию "X"» и «Определить лиц, принимающих решения»).
– Установите ожидаемый формат вывода (отчёт в markdown без блоков кода).

Оркестрация команды – Организуйте агентов в иерархическую команду с помощью Crew AI.
– Назначьте задачи соответствующим агентам и настройте процесс (менеджер контролирует делегирование).
– Запустите команду с информацией о компании и выполните рабочий процесс.

Интеграция и тестирование – Интегрируйте извлечение HTML на основе LLM для структурирования необработанных данных.
– Реализуйте кэширование для уменьшения повторного скрейпинга.
– Протестируйте систему на реальных данных (например, на страницах LinkedIn) и настройте её для работы с динамически загружаемым контентом.

Финализация – Объедините выводы всех агентов в окончательный отчёт.
– Проверьте точность данных и настройте обработку ошибок или задержки по мере необходимости.
– Разверните или расширьте систему для дальнейших задач маркетинговых исследований.

Теперь, когда у нас есть план, давайте напишем код.

web_search_tool = SerperDevTool()
website_scrape_tool = ScrapeWebsiteTool()
case_studies_tool = GetOurCompanyCaseStudies()
 
inputs = {
    'company': "Microsoft"
}
 
company_researcher = Agent(
    role="Company Analyst",
    goal="Analyze the company, gather data by reviewing its social media and website, and identify pain points.",
    backstory=f"You are an experienced analyst with expertise in business and process automation at {OUR_COMPANY}. Your task is to gather information that the sales department will use to develop hypotheses for client outreach.",
    tools=[web_search_tool, website_scrape_tool],
    verbose=True,
    allow_delegation=False,
    llm=llm
)
 
case_studies_researcher = Agent(
    role="Case Studies Analyst",
    goal="Analyze the company, gather data by reviewing its social media and website, identify pain points, and determine the most relevant case studies we can present to the company.",
    backstory=f"You are an experienced analyst with expertise in business and process automation at {OUR_COMPANY}. Your task is to gather information and select relevant case studies, which the sales department will use to develop hypotheses for outreach to clients.",
    tools=[web_search_tool, case_studies_tool, website_scrape_tool],
    verbose=True,
    allow_delegation=True,
    llm=llm
)
 
decision_makers_researcher = Agent(
    role="Decision Maker Analyst",
    goal="Analyze the key figures of the company, their interests, communication style, and level of technical knowledge.",
    backstory=f"A specialist in analyzing people and decision-makers, skilled in identifying the motivation of business leaders. You work at {OUR_COMPANY}. Your task is to gather information (company activities, recent social media posts, hobbies, place of residence) about the executives of potential clients, which the sales department will use to develop hypotheses for outreach to clients.",
    tools=[website_scrape_tool, web_search_tool],
    verbose=True,
    allow_delegation=False,
    llm=llm
)
 
manager = Agent(
    role="Sales Strategist",
    goal="Manager of a team that researches a company and creates detailed reports based on data analysis and research findings about potential clients for sales team to use for their outreach strategy.",
    backstory="Efficiently manage the crew and ensure high-quality task completion. You're known for your ability to turn complex data into clear and concise reports, making it easy for others to understand and act on the information you provide.",
    verbose=True,
    allow_delegation=True,
    llm=llm_o1
)
task_research_company = Task(
    description=(
        "Research the company '{company}' and gather information about: industry, specialization, and recent events.\n"
        "The company name is exactly as it is spelled (including any special characters)—make sure you don’t mix it up with similarly named companies.\n"
        "Make sure to analyze their LinkedIn and website.\n"
        "Find similar cases from our Case Studies and mention them.\n"
        "Don’t draw any conclusions—just gather data into a report.\n"
        f"Today is {today}."
 
    ),
    expected_output="A fully fledge report with the mains topics, each with a full section of information. Formatted as markdown without '```'"  
)
 
sales_research_crew = Crew(
    agents=[company_researcher, decision_makers_researcher, case_studies_researcher],
    tasks=[task_research_company],
    verbose=True,
    memory=True,
    manager_agent=manager,
    process=Process.hierarchical
)
 
company_research_results = sales_research_crew.kickoff(inputs=inputs)
 
print(company_research_results)

Полная версия доступна здесь:
https://colab.research.google.com/drive/1nWkRlDj8HcOn_OB0wzS44-yF0INdYZaf?usp=sharing

Давайте посмотрим что код делает:

Команда аналитиков компании

Company Analyst Crew
Аналитик компании изучает онлайн-присутствие организации — анализирует её сайт и социальные сети, чтобы выявить отраслевые тренды, последние события и общие сведения.

Аналитик кейсов ищет в нашей базе данных кейс-стадий (скачанных из Google Docs!) примеры, которые могут быть релевантны для целевой компании.

Аналитик по лицам, принимающим решения, сосредотачивается на сборе подробной информации о ключевых фигурах компании, их интересах и других тонких нюансах, которые могут пригодиться для настройки коммуникации.

Стратег по продажам (Менеджер) выступает в роли координационного ядра, организующего поток задач, обеспечивая структурированность данных от каждого агента и не допуская упущений.

Команда, ориентированная на LinkedIn

Исследователь LinkedIn использует наш кастомный инструмент GetCompanyLinkedinPeople для скрейпинга страниц LinkedIn, аккуратно обрабатывая аутентификацию через cookies и имитируя поведение человека с помощью Selenium.

Проверяющий данные (Data Checker) верифицирует и сопоставляет информацию, извлечённую из LinkedIn и других источников, что помогает обеспечить надежность итогового отчёта.

Как работает система

Когда вы вызываете метод kickoff у команды с входными данными вроде { 'company': 'Microsoft' }, система следует иерархическому процессу. Агент-менеджер делегирует задачи специализированным агентам, каждый из которых использует свой набор инструментов (от веб-поиска и скрейпинга сайтов до семантического поиска в наших кейс-стадиях) для выполнения своей задачи.
Результат? Полноценный отчёт в формате markdown.

Использование режима Process.hierarchical гарантирует, что стратег по продажам (Менеджер) не только делегирует задачи, но и синтезирует результаты, полученные от каждого подчинённого агента. Такой иерархический рабочий процесс минимизирует случайность в действиях агентов.

При параллельной обработке данных несколькими агентами крайне важно обеспечить качество информации. Включение агента Data Checker во второй команде помогает проверить целостность и достоверность собранных данных.

Tools

Каждый агент оснащён тщательно подобранным набором инструментов . Например:

– Веб-поиск и скрейпинг: агенты, такие как Аналитик компании и Аналитик по лицам, принимающим решения, используют инструменты вроде SerperDevTool и ScrapeWebsiteTool для навигации и извлечения данных из интернета.

– Скрейпинг LinkedIn: наш кастомный инструмент GetCompanyLinkedinPeople, построенный на базе Selenium, имитирует поведение человека при просмотре, что позволяет справляться с динамическим контентом и требованиями авторизации LinkedIn.

– Извлечение текста из Google Docs: инструмент GetOurCompanyCaseStudies загружает и кэширует наши кейс-стадии, позволяя выполнять семантический поиск по хорошо поддерживаемому репозиторию.

В Crew AI есть много встроенных инструментов, так же можно добавить свои, я например добавил линкедин парсер.

Выводы

Crew — довольно неплохой фреймворк. Он достаточно стабилен и прост в использовании. Он посогает абстрагировать достаточно много шаблонного кода, но при этом позволяет тонко настраивать процесс. Мне он кажется достаточно понятным и лёгким для изучения.

Что касается агентного подхода, — если запустить код, вы увидите, что результат не идеален. Логика агентов довольно нечеткая и не так жёстко структурирована, как в классических программах, поэтому результаты могут различаться при каждом запуске, иногда быть неверными или содержать галлюцинации. Однако в среднем он работает достаточно хорошо, чтобы быть полезным в тех случаях, когда абсолютная точность не является критически важной.

Так же, стабильность результатов напрямую зависит от того как вы опишите агентов и смоделируете систему. Если описания агентов или задач нечеткие - то и результат будет сильно плавать. Очень важно правильно декомпозировать процесс и создавать по одному агенту под каждую задачу, а не делать агентов мастеров на все руки - это работает плохо.

Пишете ваши вопросы в комментариях.

Всем добра!

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

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

  • 13.10.25 01:11 elizabethrush89

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

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

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