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Правильные слова для правильного результата: история внедрения сервиса GigaChat в Luxms BI

Нельзя просто так взять и..
Нельзя просто так взять и..

Сейчас нейросети – это хайп, который, кажется, прошёл свой пик завышенных ожиданий на кривой Гартнера, и внутри компании мы периодически спорим о полезности нейросетей и об их будущем. Один из споров даже вышел за пределы компании на Форум Data&AI с темой "AI мифы, хайп и реальность". Поэтому мы, как команда вендора платформы бизнес-аналитики Luxms BI, не смогли пройти мимо, и, по запросу одного из клиентов, развили нашу платформу в части интеграции с нейросетевой моделью GigaChat. Что из этого вышло, я сейчас расскажу.

Luxms BI – это платформа для визуализации и анализа данных, которая помогает компаниям контролировать процессы, анализировать показатели эффективности и готовить интерактивные отчёты.

GigaChat – это нейросетевая модель, которая понимает и отвечает на запросы пользователей на естественном языке. Модель способна учитывать контекст, в котором формулируется запрос, что позволяет генерировать релевантные и контекстно-зависимые ответы. В отличие от ChatGPT, GigaChat обучается на русскоязычных текстах и поэтому лучше понимает русскую речь.

Интеграция с Luxms BI

Как правило, BI-платформы используются для визуализации данных. Пользователям часто требуется предоставлять руководителям или другим сотрудникам отчеты о своей работе, демонстрируя графики и давая объяснения к ним, поскольку другой человек может быть не сильно погружен в данные, их специфику. И, на наш взгляд, снабжать графики текстовым пояснением, выводами, рекомендациями — это одно из правил хорошего тона. Но людям не всегда хочется их писать, или хочется делать это как-то легче и быстрее.

Цель интеграции Luxms BI и GigaChat в этом примере – упростить для пользователя подготовку отчетов для руководства на основе визуализированных в Luxms BI данных. И мы хотели сделать это так, чтобы ИИ реально помогал пользователям BI и был легок в использовании.

В результате, работа с GigaChat в Luxms BI будет удобной и привычной для тех, кто когда-либо использовал нейросети или даже чаты онлайн-консультантов на сайтах.

Сценарий использования:

  1. Пользователю системы бизнес-аналитики нужно предоставить письменный (текстовый) отчет руководителю;

  2. Пользователь внутри системы Luxms BI с помощью визуального интерфейса выбирает дэш (график), анализ которого ему необходим;

  3. В чате пользователь формирует запросы к GigaChat и в процессе диалога редактирует результат, итеративно создавая итоговый текст;

  4. Сформированный текст пользователь переносит в отчет для руководителя.

Но не все так просто было для нас.

Что «под капотом»

Для интеграции нам потребовалось:

  • получить токены GigaChat (тарифы),

  • написать API, чтобы из браузера отправлялся запрос в ядро Luxms BI, там получал токен, и потом уже оттуда шло обращение к GigaChat, так как довольно небезопасно хранить токен на клиенте,

  • написать большое количество разных промтов и провести тестирование.

Самым сложным в этой задаче было – правильно писать слова запросов (промты), чтобы нейросеть выдавала необходимый результат.

Промпты, используемые для генерации ответов, задают роль GigaChat, определяют целевую аудиторию и основные акценты ответа.

К примеру: ответ нейросети на вопрос «Кто такой снегирь?», будет отличаться в зависимости от контекста. Если мы напишем «представь, что все птицы динозавры и расскажи, кто такой снегирь», то информация и подача изменится.

Изменение ответа ИИ в зависимости от контекста
Изменение ответа ИИ в зависимости от контекста

В бизнес-аналитике тоже можно задать контекст. Например, промпт может указывать, что GigaChat выступает в роли бизнес-аналитика с 10-летним опытом, ориентированного на топ-менеджмент, и должен акцентировать внимание на стратегических аспектах и ключевых метриках. В этом случае при описании данных о продажах за квартал GigaChat может автоматически сформулировать основные тенденции, выделить ключевые показатели и предложить рекомендации по их улучшению. А может выступить в роли HR-специалиста, который готовит отчет по этим же данным для своего руководителя, и тогда GigaChat будет делать другие акценты, например, на достижении KPI каждым конкретным сотрудником для премирования.

С помощью заранее подготовленных нами промтов GigaChat получает контекст для ответов, посредством которого мы формируем понимание, где он находится, что от него требуется, что с ним происходит и т.д. Они включают, в том числе, описание визуализации (название, данные, категории и т.д.), а GigaChat потом генерирует текстовые описания к представленным данным. Но не все шло гладко.

Написание промта для нейросети похоже на обучение ребенка или новичка в чем-либо. Здесь не подойдут общие инструкции. Например:

  • Если дать ребенку задание сделать салат одной фразой «Приготовь салат», то результат будет непредсказуем и будет сильно зависеть от предыдущего опыта ребенка: он может приготовить фруктовый салат или порезать овощи, но не заправить его сметаной или майонезом, или даже попробовать его подогреть в микроволновке, если посчитает, что готовое – это горячее;

  • Новому сотруднику в компании тоже нужны дополнительные пояснения, потому что даже обычная фраза «сделай копию этого документа» может вызвать сложности на разных этапах – он может сделать ксерокопию, может сканкопию, а может быть, «зависнет» перед МФУ, если никогда им не пользовался.

Так и нейросеть: чтобы получить от нее нужную информацию, нужно учесть множество нюансов и предоставить ей исчерпывающий контекст. Если этого не сделать, то результаты могут сильно отличаться от нужных. И много промтов в этой битве полегло :D

Пример неверного анализа и понимания данных во время тестов:

Тестирование ИИ
Тестирование ИИ

В этой интеграции GigaChat мы не дообучали нейросеть после стыковки, мы только давали ей контекст - дополнительное понимание, что нам от нее нужно именно в наших запросах.

И смогли добиться определенных результатов. Например, при нажатии на кнопку чата, мы открываем GigaChat, он представляется и предлагает на выбор дэши для обсуждения. После выбора – предлагает 3 варианта вопросов, которые можно ему задать по этому дэшу. После каждого ответа он генерирует новые вопросы.

Варианты вопросов от GigaChat  самому себе в рамках интеграции
Варианты вопросов от GigaChat самому себе в рамках интеграции

При этом мы сохранили возможность самому задать вопрос GigaChat или даже дать ему дополнительный контекст.

Промты и более глубокие детали реализации пока не раскрываем - в настоящее время занимаемся обеспечением патентной защиты наших наработок.

Четкая формулировка запроса критически важна для получения корректного и полезного результата.

Подобрать верные слова - непростая задача
Подобрать верные слова - непростая задача

Что получилось в итоге

«Если долго мучиться, то что-нибудь получится» - гласит народная мудрость. И у нас получилось следующее:

  • Пользователь может работать с языковой моделью напрямую из интерфейса Luxms BI;

  • Информация с графиков (контекст) передается в языковую модель для последующей работы с ней;

  • Пользователь может генерировать текстовые описания к визуальным элементам;

  • Пользователь может создавать оформленные фрагменты текстового отчета по данным (структура, списки и т.д.)

Несмотря на значительные достижения, текущая интеграция с GigaChat имеет несколько ограничений:

  • Потеря контекста при закрытии чата: в настоящее время контекст взаимодействия теряется после закрытия чата, что ограничивает возможность дальнейшего использования накопленных данных для улучшения взаимодействия. В перспективе мы можем обеспечить сохранение контекста, так как техническая возможность этого у GigaChat есть.

  • Необходимость проверки результатов: хотя GigaChat генерирует качественные ответы, необходима проверка результатов для подтверждения их точности и релевантности, особенно в критических бизнес-процессах. Для повышения достоверности и фактологичности можно использовать RAG (генерацию с дополненной выборкой). У нас есть успешный опыт использования RAG на таких задачах, как работа с технической документацией, но в этой версии приложения мы ее не использовали.

А дальше…

Поскольку интеграция Luxms BI и GigaChat в этом кейсе освободила пользователей от необходимости ручного написания текстовых комментариев, позволяя сосредоточиться на анализе и принятии решений на основе полученной информации, мы планируем улучшать работу как с контекстом, так и с результатом. У нас в планах развитие в нескольких направлениях:

  1. Описание не только отдельных элементов, но и целиком панелей визуализации. Расширение возможностей GigaChat для описания не только отдельных элементов визуализации, таких как графики и диаграммы, но и общих данных, что позволит получать более точные и специфические отчеты;

  2. Интеграция с системами Data Governance, в приоритете – интеграция с Arenadata Catalog. Внедрение интеграции с системами управления данными позволит обогатить контекст, используемый GigaChat, что повысит точность и полноту генерируемых ответов;

  3. Встраивание генерации текста в шаблоны отчетов, создание которых уже реализовано в Luxms BI. Разработка функционала для автоматического встраивания генерируемого текста в заранее подготовленные шаблоны отчетов позволит упростить процесс подготовки документов и обеспечить единообразие представления информации;

  4. Управление параметрами визуализации через GigaChat. В перспективе планируется предоставить возможность управления параметрами визуализации, такими как изменение цвета столбцов, масштабирование графиков и другие настройки, непосредственно через команды GigaChat. Это позволит пользователям более гибко и удобно настраивать визуальные представления данных, давая команды на естественном языке.

Этот проект оказался интересным и позволил по-новому взглянуть на то, как и какими словами мы ставим задачи не только нейросети, но даже коллегам или подчиненным XD

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

  • 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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