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Мой личный экзамен: как я разработал MVP LLM-агента на Google ADK

Мой личный экзамен: как я разработал MVP LLM-агента на Google ADK
Мой личный экзамен: как я разработал MVP LLM-агента на Google ADK

Уже несколько лет я работаю в качестве CTO компании ASRP, которая развивает образовательные проекты и исследует новые подходы в EdTech. Одним из направлений нашей работы стало тестирование возможностей Google ADK в образовательных сценариях и создание прототипа интеллектуальной системы оценки знаний. Меня как инженера и исследователя особенно вдохновляет идея того, как искусственный интеллект и LLM-модели могут повлиять на образование и изменить его. В этом проекте моя роль заключалась в том, чтобы выступить главным архитектором и инженером: от проработки концепции до реализации ключевых модулей системы.

Особенности Google ADK

Для создания агента я выбрал Google ADK (Agent Development Kit) — фреймворк, специально разработанный для построения систем с LLM-агентами. В документации Google ADK подчёркивается, что LlmAgent выступает «мыслящей частью» приложения: он задействует возможности LLM для рассуждений, понимания естественного языка и принятия решений [1].

Кроме LlmAgent, в Google ADK есть инструменты для жёстко заданной последовательности выполнения. Так, SequentialAgent — это workflow-агент, который выполняет вложенные подагенты в определённом порядке [2]. По сути, он гарантирует, что задачи будут выполняться строго по очереди, как было задано. В наших экспериментах я сначала задавал LlmAgent расширенные инструкции с цепочкой рассуждений («reasoning внутри модели»), но затем перешел к явной оркестрации через код: подключал подагентов и инструменты (AgentTool), чтобы контролировать процесс из вне.

Архитектурные решения

В первой версии я пытался уместить всю бизнес-логику внутри одного LlmAgent: подробно описывал роль агента, цели и ожидания, и полагался на LLM, чтобы она сама проводила все вычисления и оценивала ответы студента. Такой подход позволил быстро получить работающий прототип, но вскоре выявились ограничения: модель «перегружалась» от объёма инструкций и контекста, росли затраты токенов на запрос, да и отладить такое «монолитное» решение оказалось сложно [3].

Постепенно перешел к более модульной архитектуре: разбил систему на несколько агентов и этапов. Например, отдельный LlmAgent отвечает за генерацию вопросов, другой — за проверку и анализ ответов, третий — за формирование комментариев и подсказок. Для связывания этапов использовали SequentialAgent и ParallelAgent: первые гарантируют порядок выполнения шагов, вторые позволяют выполнять независимые задачи одновременно. Такой мультиагентный подход помог снизить нагрузку на каждый отдельный агент и сделать процессы более надёжными. Разделение задач позволило создавать более надёжные цепочки обработки ответов на вопросы и упростило тестирование каждого модуля.

Эволюция архитектуры агента: от монолита к модульности
Эволюция архитектуры агента: от монолита к модульности

По мере роста диалога и накопления сессии количество передаваемого текста стремительно увеличивается, что ведёт к росту вычислительных затрат. Поэтому внедрил оптимизацию на уровне токенов. Чтобы не посылать модели всю историю при каждом шаге, стал активно использовать возможности памяти. Вместо хранения всего чата в контексте сохранял ключевую информацию в ctx.session.state и в сервисе памяти ADK (например, InMemoryMemoryService). Это позволяло исключать из запросов повторяющиеся части и снижать расходы токенов. Более того, разбивал сложные задачи на части и использовали короткие подсказки, чтобы не перегружать модель.

Технические трудности и инженерные лайфхаки

Модель иногда выдавала неожиданные или неполные ответы, поэтому пришлось добавлять дополнительные проверки. Например, прописывал специальные валидации в инструкции: после получения ответа агента-оценщика проверяли его соответствие формату (например, ожидаемому JSON или чёткой структуре). Если формат нарушался, скрипт «переспрашивал» модель с уточняющими подсказками. Внедрил также механизм обратной связи: выделил отдельного агента-ревьюера, который контролирует качество ответа перед тем, как отдать результат. Это позволяло ловить ошибки до того, как пользователь увидит итог и повысило надёжность системы.

Ещё один инженерный приём — использование встроенных инструментов ADK. Активно применял AgentTool: превращали одного агента в инструмент для другого. Это дало гибкость — главный LlmAgent мог динамически вызывать подагентов в зависимости от запроса. Благодаря этому удалось комбинировать сильные стороны разных моделей внутри единой логики. Для оптимизации генерации использовал стриминг, когда он уместен, и настраивал параметры модели (temperature, max_output_tokens и т. д.). В ответственных местах ставил temperature=0 для детерминированных ответов. Кроме того, в сессии хранили ключи-результаты (output_key), чтобы передавать данные из одного агента в другой без лишнего дублирования текста. Все эти уловки помогали экономить токены и упростили отладку. Приходилось проводить много тестов и тонких настроек, но это давало стабильность.

Эволюция роли CTO

Баланс между кодом и стратегией
Баланс между кодом и стратегией

За время разработки моя роль значительно расширилась. Изначально, я в основном решал инженерные задачи: проектировал архитектуру, писал код, экспериментировал с моделями. Но проект быстро рос, и мне пришлось переключиться на менеджмент. Я стал не только проектировать системы, но и набирать команду разработчиков, делегировать задачи и контролировать исполнение. Пришлось чаще участвовать в планировании проекта, согласовывать сроки с партнёром, отвечать за бюджет и обучать коллег работе с новыми инструментами.

Каждый новый этап проекта превращался в экзамен для меня самого. При интеграции с новыми API или масштабировании системы на Kubernetes моя зона ответственности выходила за рамки «чистого кода» — нужно было обучать команду, распределять роли, работать с документацией и бизнес-сторонами. Оказалось, что CTO — это уже не только «технический архитектор», но и «лидер команды» и «мост» между разработчиками и бизнесом. Порой приходится выступать наставником и коучем, а порой — инспектором, проверяющим качество работы. Именно эти новые «экзамены» по управлению проектом и людьми стали важной частью моей роли.

Философские размышления

Экзамен как метафора: диалог между человеком и LLM-агентом
Экзамен как метафора: диалог между человеком и LLM-агентом

Создание такого «экзамена» заставило меня задуматься о более широком смысле работы. Каждый проект в IT похож на экзамен: это испытание логики, креатива и готовности учиться заново. С LLM-агентами работа становится похожей на партнёрство: они не просто исполняют команды, а вступают в диалог, могут предложить идеи или задать встречный вопрос. Я всё больше воспринимаю их не как инструмент, а как коллегу — важно давать чёткие задачи, но и пространство для «мысли модели».

Смотрю в будущее EdTech с оптимизмом. Такие системы точно поменяют образование: персональные тьюторы, мгновенная обратная связь, адаптивные курсы. Обучение становится персонализированным и это меняет игру. Именно поэтому в ASRP мы переносим опыт прототипов в свои продукты, включая платформу Arcanum12th. Там LLM-агенты уже помогают в заданиях, тестах и диалогах со студентами. Опыт с ADK стал фундаментом: модульность, память и сценарии диалога мы внедрили и в Arcanum12th.

Но важно помнить: в центре процесса остаётся человек. Экзамен — это проверка знаний и навыков, а агенты — лишь помощники. Они расширяют возможности, но ответственность за результат всё равно на нас.

10 уроков CTO из AI-экзамена

Проанализировав свой опыт я вынес такие уроки как CTO из своего «AI-экзамена».

10 уроков CTO из AI-экзамена
10 уроков CTO из AI-экзамена
  1. Делегируйте задачи через агентов. Не пытайтесь запихнуть всю логику в один «суперагент» — такие системы часто «ломаются под собственным весом» из-за перегрузки инструкциями, тогда как команда узкоспециализированных агентов даёт более высокую точность и масштабируемость . Разбейте проект на этапы и оборачивайте части функционала в отдельных агентов.

  2. Планируйте архитектуру с учётом токенов. Ограничивайте размер запросов и ответов (настраивайте max_output_tokens), используйте состояние сессии и сервисы памяти, чтобы не пересылать в модель лишний контекст. Это снижает расходы вычислений и ускоряет систему.

  3. Используйте преимущества ADK. Помимо LlmAgent, освоите SequentialAgent и другие workflow-агенты — они придают надёжность и предсказуемость процессам . Преобразовывайте агентов в AgentTool для гибкого взаимодействия: так главный агент будет вызывать нужного «специалиста» в нужный момент.

  4. Параллелизуйте независимые задачи. Если в цепочке есть шаги, не зависящие друг от друга, выполняйте их одновременно. В ADK есть ParallelAgent для этого. Например, поиск информации и проверку ответов можно делать параллельно — это экономит время без потери качества.

  5. Отслеживайте сессию и состояние. Храните в ctx.session.state нужные данные (временные результаты, счётчики, ключи-ответы). Это делает реализацию более прозрачной и помогает переключаться между агентами. Чётко определяйте output_key, чтобы передавать данные из одного агента в другой без лишнего дублирования.

  6. Добавляйте отзывы и проверки. Хороший агент всегда проверяет свою работу: сделал отдельного агента-ревьюера, который контролирует качество ответов до выдачи финального результата. Так можно быстро ловить ошибки и дообучать систему (например, выдавать «неудачу» и запрашивать доработку).

  7. Логируйте и анализируйте. Внедрите колбэки и логирование (например, AgentOps, Phoenix или собственные записи). Понимание того, как агенты общаются и сколько ресурсов тратится, важно для оптимизации и стабильности работы.

  8. Не бойтесь экспериментов. Работать с AI — это непрерывный эксперимент. Модели могут удивлять, поэтому необходимы терпение и готовность адаптироваться. Даже неудачные попытки учат нас чему-то новому.

  9. Сотрудничество с AI — новый стандарт. Учитесь понимать LLM как «коллегу»: давайте чёткие задачи, проверяйте результаты, комбинируйте идеи. Это изменит культуру разработки — от сугубо человеко-ориентированной к гибридному «человек + AI» подходу.

  10. Будущее за обучением. Из философских соображений: инвестируйте в знания и обмен опытом. Для нас экзамен как проект — это урок не только для студентов, но и для разработчиков. Постоянное обучение, готовность меняться и умение учить других — вот что позволит идти в ногу с технологиями.

Приглашаю всех, кто интересуется темой создания LLM-агентов, пройти мой авторский курс. В нём я делюсь практическим опытом разработки, объясняю возможности Google ADK и показываю, как применять описанные приёмы на практике. Вместе мы научимся строить надёжные системы!

Источники

  1. Agent Development Kit - LLM agents - link.

  2. Agent Development Kit - Sequential agents - link.

  3. Agent Patterns with ADK (1 Agent, 5 Ways!) - link.

Источник

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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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