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JIRA + AI = LOVE или Как Product manager-у найти друзей и перестать страдать

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Развитие AI-инструментов на базе современных LLM запустило тренд на автоматизацию всего, что прибито меньше, чем на 2 гвоздя, и первыми адоптерами здесь традиционно выступает IT сообщество. Как Луи Пастер некогда ставил себе и друзьям намешанные на голой коленке вакцины, так сейчас разработчики активно ставят себе Code Copilot-ы, дизайнеры экспериментируют с Midjourney, скромно к этой очереди пристраиваемся и мы, Product Manager-ы.

Меня зовут Алексей, и я более 15 лет занимаюсь управлением b2b-b2c продуктами и руководством командами в энтерпрайзе и стартапах.

В этой статье мы продолжим исследование того, какое влияние AI и ML инструменты оказывают на бизнес. Предыдущий эксперимент касался применения современных моделей машинного обучения в решении задачи прогнозирования цены в золотодобыче, ниже мы рассмотрим пример того, как очередные порождения OpenAI могут помочь в управлении продуктовой разработкой и повысить эффективность взаимодействия в команде.

Грядка, где будем проращивать AI

Многие Product manager-ы и я в их числе грешны тем, что в процессе создания цифровых решений опираются на BDD или Behavior Driven Development методологию, суть которой в налаживании более тесной коммуникации между бизнесом и разработкой с тем, чтобы конечный продукт как можно лучше отвечал интересам первого, следуя при этом передовым инженерным практикам, будучи легко поддерживаемым, устойчивым и масштабируемым.

Не буду погружаться в описание принципов Agile и деталей данной методологии – это не раз уже делалось, в том числе авторами на Хабре. Я коснусь лишь ключевых аспектов BDD, которые важны для нашего исследования, – ‘Три амиго’ подхода и Gherkin синтаксиса.

e01eb76dbd66a907f8f8f6dd4487c46b.png

Кто такие эти три амиго? Конечно же, тут все в лучших традициях вестернов – это своего рода Хороший, Плохой и Злой продуктовой разработки, представляющие соответственно Бизнес, Разработку и Тестирование 😉 В роли представителя бизнеса обычно выступает как раз таки Product manager, интересы разработки представляет Tech Lead или архитектор системы, за тестирование играет QA-инженер. Задача этих троих – договориться в части требований о том, какой именно продуктовый инкремент в конечном итоге должен быть создан командой.

Память, как известно, - вещь коварная, поэтому все достигнутые договоренности непременно должны быть зафиксированы в доступных каждому из наших трех амиго терминах. Здесь в игру как раз и вступает товарищ Gherkin – это человекочитаемый язык, предназначенный для формального описания пользовательских сценариев (user scenario) и критериев приемки (acceptance criteria). Суть Gherkin довольно проста: для записи используются стандартные синтаксические конструкции Given-When-Then ( Дано-Когда-Тогда), описывающие конкретный пользовательский сценарий таким образом, что учитывается исходное состояние системы, дается описание совершаемых пользователем действий и ожидаемого результата.

Но лучше один раз увидеть, чем 100 раз не увидеть, поэтому проиллюстрируем это наглядным примером, взяв тривиальный сценарий успешного логина пользователя в систему. Вот так будет выглядеть Gherkin скрипт для данного кейса:

Scenario: User successfully log in to the System

Given User is on a Login page

When User enter her correct login and correct password, and press “Log in” button

Then the System redirects User to a Home page

В конечном итоге сформированные в таком виде скрипты 'скармливаются' используемому для автотестирования решению( например, Cucumber или Behave), тем самым проходятся все Дантовские круги, и замыкается цикл разработки.

Сорняки на грядке

“Как же классно все придумано в этом вашем BDD! Супер-методология, должна работать, как часы! Надо брать! Заверните две, пожалуйста!” – могли подумать неокрепшие умы, но дьявол кроется в деталях и планы 'блиц-крига' нередко сталкиваются с суровой реальностью 😅

08e42711bdd264b8f4b29567fb3d4dcf.png

В каждой организации и в каждой команде имплементация любой методологии или применение того или иного подхода или фреймворка делается на свой лад и BDD, увы, не исключение. В силу спецефичности энвайромента, в котором работает команды, политик компании и ряда других факторов порой возникают непредвиденные сложности, которые негативно сказываются на результатах внедрения нововведений в рабочие и технологические процессы и незаслуженно эти самые нововведения дискредитируют.

Перечислим некоторые из возможных проблем, с которыми сталкивается команда, осваивающая BDD:

  • Команде, незнакомой с методологией в целом и с Gherkin синтаксисом, в частности, может понадобиться много времени на их освоение, что удлиняет learning curve и усложняет adoption-процесс

  • Product manаger-ы и Разработчики редко осваивают Gherkin, поэтому генерация скриптов ложится целиком на QA инженеров.

  • Gherkin скрипты создаются QA-инженером в конце цикла разработки и не проходят ревью со стороны Product manager-а, порой расходясь с критериями приемки, сформулированными для User Stories

  • Отсутствует единый source of truth для ведения существенных артефактов, влияющих на продукт, так, например, User stories могут вестись в одной системе (скажем, в JIRA), а пользовательские сценарии и критерии приемки могут вестись в другой системе (например, в Cucumber) и не синхронизированы друг с другом, вызывая соответственно разрыв в понимании отдельных продуктовых инкрементов со стороны бизнеса, разработки и тестирования

  • to be continued…

“И что же – всё тлен?” – Конечно же, нет, доктор Фрейд, решение есть!

И лежит оно, как всегда, на поверхности, до блеска отполированной адептами искусственного интеллекта 😉 🚀

И на Марсе будут яблони цвести!

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Как ранее уже говорилось, на вкус и цвет все фломастеры разные, и все компании имеют уникальные подходы, поэтому рассматриваемое в нашем эксперименте решение не будет претендовать на то, чтобы побороться за мир во всем мире, а лишь продемонстрирует, как можно попытаться решить объявленные проблемы с внедрением и сопровождением BDD подхода в отдельно взятом королевстве. Несмотря на то, что рассмотрен будет частный ‘тепличный’ случай, он даст понимание общей канвы для воспроизведения и применения аналогичного подхода в боевых условиях.

Для решения задачи в рамках проводимого эксперимента я создал прототип плагина для JIRA Cloud под рабочим названием AI_JIRA_BDD_Assistant, который на основании описания User Story в Description задачи генерирует пользовательские сценарии и критерии приемки в формате Gherkin скриптов.

Разработка велась на Node.JS и ReactJS на базе созданной Atlassian платформы Forge, предназначенной для разработки JIRA и Confluence приложений и предоставляющей удобный способ обращения к Jira REST API и собственные компоненты для разработки фронтенд части плагина UI kit 2. Для проксирования и последующей обработки запросов с помощью AI был создан Langchain агент, взаимодействующий с LLM-моделью от OpenAI gpt-3.5-turbo посредством следующего системного скрипта:

You are a helpful Product manager assistance agent who help to create user scenarios and acceptance criteria for user stories following the instruction.
INSTRUCTION.
You should treat input text information you got as a Summary of User story.
User scenario for User story should be written following Behavior Driven Development rules. 
Acceptance criteria should be written in Gherkin syntax. 
As a result you need to provide only a user scenario text first and relevant acceptance criteria after that.
Generate user scenario and acceptance criteria strictly based on user story summary you have. Don’t make them up.
If input text you got is in English then you should respond in English too.
I will tip you with 1000 US dollars for best answer. Please make it good because it is very important for my career.

Давайте же теперь посмотрим, как сделанное мини-приложение без регистрации и смс может помочь продуктовой команде в имплементации BDD подхода:

  • Product manager продолжает жить свою счастливую жизнь и в привычной манере работать с продуктовым бэклогом, наполняя его User stories точно также, как он делал это ранее. Например, создает User story для входа пользователя в систему, использованную нами для примера ранее:

fce1be03aff25ab9e617a0a688652e25.png

  • Пока все довольно буднично, и вся магия чуть начинается дальше, когда идет подготовка к ‘Три амиго’ сессии: предположим, что созданная в примере выше User story была приоритезирована и отобрана Product maanger-ом для обсуждения на ближайшей запланированной сессии с разработкой и тестированием. Чтобы подготовить данную User story к эффективному разбору в рамках этой встречи, Product manager-у теперь достаточно нажать одну кнопку, ‘призвав’ на помощь AI JIRA BDD Assistant-а – плагин автоматически сформирует сценарии и критерии приемки, придерживаясь правил Gherkin языка:

33fe4edb011185da6d5a690285ebb46c.png

Таким образом, на ‘Три амиго’ сессии все участники, не тратя лишних усилий, теперь могут проделать ревью задач и критериев их приемки, сформулированных уже в требуемом методологией формате, при необходимости внеся коррективы в подготовленные системой драфты, и в итоге согласовать близкий к конечному результат, убедившись, что у всех сторон единое понимание проблемы с минимальным риском разночтений. Тем самым устраняются споры внутри команды, кто должен инициировать формирование критериев приемки, следующих Gherkin синтаксису, облегчается коллаборация, learning curve для новичков сокращается, появляется единое централизованное доступное всем участникам процесса хранилище артефактов – в общем, много чего хорошего начинает происходить, что сподвигает команду к более активной и, главное, продуктивной совместной работе!

Есть куда расти

9f0a13f9692a28a5d7a9ae977eb9e0f7.png

Разумеется, до того, чтобы превратить подобный плагин в полноценный рабочий инструмент на службе у практикующей BDD команды потребуется еще немало усилий, так, к примеру, генерацию сценариев и критериев приемки в идеале нужно делать с учетом имеющихся спецификаций и макетов, поэтому вероятно может понадобиться механизм дообучения модели, или, к примеру, Gherkin скрипты в идеале должны сохраняться в специально отведенном месте и формате, позволяющем максимально бесшовно “скармливать” их используемому командой QA решению для автотестирования. В зависимости от требований конкретной организации список тут может быть продолжен.

Но, несмотря на то, что рассмотренное нами в этой статье решение, - это скорее прототип, нежели готовый продукт, я надеюсь, что оно все же помогло проиллюстрировать то непаханное поле возможностей для оптимизации и автоматизации рабочих процессов в сфере разработки, которое ждет своих героев 😉

Экспериментируйте, оптимизируйте, и да пребудет с вами сила технологий! 🦾

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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

  • 11.10.25 04:41 luciajessy3

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

  • 11.10.25 10:44 Tonerdomark

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

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

  • 12.10.25 21:36 blessing

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

  • 13.10.25 01:11 elizabethrush89

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

  • 13.10.25 01:11 elizabethrush89

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

  • 14.10.25 01:15 tyleradams

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

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

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

  • 17.10.25 20:17 tyleradams

    As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail

  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

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

  • 17.10.25 20:23 stevekalfman

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

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