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Многозадачные и интеллектуальные. Как мы обучали колонки Sber понимать сразу несколько команд умного дома

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Салют, Хабр!

Я Иван, в SberDevices я руковожу направлением голосового управления умным домом. Сегодня выпустили большое обновление — теперь взаимодействие пользователя с Умным домом Sber через умные колонки стало проще и удобнее. Колонке можно одной репликой дать сразу несколько команд; можно управлять освещением и климатом нативными командами — сказать: «Салют, мне темно», чтобы включился свет. Ещё появилась возможность создавать сценарии с помощью GigaChat: если сказать умной колонке: «Салют, я проснулся», она предложит варианты действий с устройствами умного дома: включить свет? Открыть шторы? Когда вы подтвердили выбор, колонка сама создаст в приложении сценарий.

Благодаря обновлению пользователю стало проще и органичнее управлять умным домом. В этой статье расскажу, как мы реализовали многозадачность в умных колонках.

Как умные колонки определяют, что в одной фразе несколько команд

В апреле базовые возможности умных колонок — общение, музыка, погода и другие — перешли под управление GigaChat. Запрос обрабатывается так: пользователь даёт команду — звуковая дорожка стримится в Automatic Speech Recognition (ASR) — текст запроса поступает в NLP-платформу Intent Recognizer. Тот либо решает, какая бэкенд-система необходима для ответа пользователю, и вызывает соответствующий навык, либо передаёт реплику в GigaChat. Упрощённо Intent Recognizer выглядел как на схеме ниже.

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Благодаря переходу на GigaChat умные колонки получили многозадачность в отношении базовых навыков… но не команд умного дома. Дело в том, что для них нужна чуть более сложная архитектура обработки команды. Модель должна уметь трактовать запрос пользователя в зависимости от текущего состояния умного дома — какие устройства, сценарии и комнаты есть у пользователя; какие из них сейчас активны. И делать это как можно быстрее. Поэтому, решая задачу выполнения сразу нескольких команд, мы ориентировались на:

— минимально возможную latency. Никто не хочет ждать в темноте, пока включится свет.

— максимальный recall. Все команды должны выполняться.

Мы предположили, что с точки зрения архитектуры минимальную latency для команд умного дома нам обеспечит дополнительная модель в пайплайне Intent Recognizer. И создали мультикол-классификатор — бинарный классификатор, обученный методом supervised fine-tuning.

Часть данных для обучающего датасета была уже размечена, так как мы взяли их из нашего SFT. Небольшой процент данных составили аугментации. В общей сложности в датасет вошло более 70 тысяч реплик пользователей. У каждой два варианта метки: 1 или 0, в фразе несколько команд или нет. Например:

  • get_weather — одна команда

  • smart_home, smart_home — несколько команд умного дома

  • turn_on_music, timer — несколько команд.

Соотношение «многозадачных» реплик к другим в датасете составило примерно 1:7. В общем, по нашим наблюдениям, подобные команды составляют примерно 7-8% от всех. Чтобы компенсировать имбалансность классов, в дообучении использовался weight loss для бинарной классификации фраз с несколькими командами и тех, что ими не являются. Во время обучения мы четыре раза доливали данные в трейн (и помечали в датесете, в какой версии появились данные, на случай появления возможных ошибок). Не создавая лоссы под разные категории запросов, мы всё же учитывали их в разных итерациях обучения, когда определяли с дата-аналитиками, какие категории стоит подлить в датасет. Скоринг под разные категории с опорой на positive и false positive срабатывания фактически позволил учесть даже небольшие сегменты.

Команда GigaNLP ML для классификатора дообучила классификационную голову на основе эмбеддера основной модели Roberta large, которая входит в Intent Recognizer. Поскольку модель уже дообучена на диалогах с ассистентом, этот подход позволил дополнительно снизить latency.

На вход классификатор получает данные, пропущенные через детектор, который заменяет текстовые имена устройств, комнат, сценариев на их ID. Он скорит каждый запрос, и, если скор больше определённого порога, выдаёт ярлык — 0 или 1. Вычислен этот скор по recall и precision с фокусом на recall.

После обучения пайплайн Intent Recognizer стал выглядеть так:

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Как видно на схеме, классификатор расположили перед основным классификатором на базе модели Roberta large. Цель — как можно раньше определить, произнёс ли пользователь фразу, которая содержит нескольких команд. Если да, реплика сразу уходит в GigaNLP. Таким образом снижается вероятность, что она в ходе прохождения пайплайна будет переадресована в другом направлении. Следовательно, теперь классификатор перенаправляет реплики, содержащие несколько любых команд (не только умного дома) в GigaNLP.

Как GigaNLP работает с многозадачными фразами

Каждую реплику, которая уходит в GigaNLP, многозадачную или нет, встречает так называемый ранжировщик. Его задача — помочь определить, какие функции потребуется GigaChat для этого запроса. С технической точки зрения ранжировщик — это код плюс специально обученная модель эмбеддера. Код вызывает эмбеддер; тот методом косинусной близости матчит реплики диалога с описаниями функций ассистента; код проверяет список функций от эмбеддера и при необходимости добавляет или убирает некоторые.

В обеих своих частях ранжировщик опирается на набор флагов о состоянии устройства (device_state), сформированный исходя из функциональности, которую должна поддерживать модель. Код на логике if/else проверяет каждый флаг: true или false? True — нужно добавить функцию в список, если её ещё там нет. False — исключить. К примеру, если активирован флаг «Звонит будильник», стоит предложить модели функцию stop_alarm, даже если эмбеддер не сматчил слово «Замолчи» с описанием функции будильника. Если работает робот-пылесос, эмбеддер, не зная названий устройств, не сматчит команду «Вася, на базу» с необходимостью вернуть устройство на место.

По сути задача эмбеддера — снизить latency, ранжировщика — подстраховать эмбеддер от ошибок. Плюс вся конструкция позволяет сделать короче запросы к основной модели, ведь каждая потенциальная функция занимает место в контексте.

Вместе с репликой пользователя GigaChat получает от ранжировщика список доступных функций, которые может вызвать для этого запроса. Модель-оркестратор принимает решение, вызывать ли функцию/ функции, формировать ли ответ. Каждая функция с технической точки зрения представляет собой JSON-схему с детальной инструкцией.

Как ранее упоминалось, у команд умного дома есть дополнительная сложность: содержимое умного дома варьируется от пользователя к пользователю. Поэтому вместе с репликой и списком возможных функций GigaChat получает ещё одну — «посмотреть» устройства, сценарии и комнаты юзера. Но перед следующей командой набор устройств и их состояние могут измениться. Поэтому GigaChat выполняет команды в фразе последовательно — ему необходимо после каждой проверять список устройств.

GigaChat знает синонимы различных слов, чтобы, если потребуется, скорректировать запрос. Например, пользователь говорит:

— Салют, выключи свет и терморегулятор в санузле!

Модель видит, что комнаты «санузел» в доме юзера нет. Но есть комната «ванная». Направляя запрос функции, она переформулирует его. Это необходимо, чтобы команды с высокой вероятностью довыполнялись.

Когда функции возвращают модели ответ, она, если нужно, формулирует ответ для пользователя. Если ответ подразумевает каждая команда в фразе — объединяет два ответа в один.

Как дообучить GigaChat для обработки нескольких команд в одной фразе и проверить результат

Обработка команд умного дома с помощью GigaChat потребовала дополнительного обучения большой модели. Мы применили метод supervised fine tuning, для которого создали соответствующие диалоги с помощью специальных конвейеров подготовки данных. Уже рассказывали о них, сейчас кратко:

  • часть разнотиповых обучающих диалогов генерируем через самые большие модели линейки GigaChat с опорой на несколько разработанных пайплайнов для предразметки.

  • Часть готовим через проекты разметки AI-тренерами. Одна группа тренеров формирует различные диалоги по сценариям, другая валидирует и классифицирует их.

Подготовленные диалоги мы разделили на категории — запросы к нескольким устройствам/сценариям, запросы к умному дому и другим навыкам — и провели обучение. Ещё тестовые сеты с множественными вызовами понадобились для валидации качества выполнения нескольких команд. Мы проверяли все вызовы поочерёдно и текстовый ответ, чтобы убедиться, что модель делает верное количество вызовов с аргументами, соответствующими запросу.

В целом мы выделили основные метрики качества многозадачности умных колонок, которые замеряются после каждого релиза. На ИФТ-стенде ставим прогоны датасета, затем отдаём разметчикам из TagMe. Метрики и результаты в таблице ниже.

Метрика

Значение

Результат

GigaNLP share

Доля запросов, которые благодаря классификатору попадают в NLP

95.9 ± 2.1%

GigaChat total

Качество работы модели GigaChat в совокупности выбора функций и заполнения слотов для функций

95.5 ± 2.3%

Слоты — это параметры, нужные для функции. Так, для функции погоды слоты — это location и time: в каком месте и на какое время запросили прогноз.

Кроме того, мы замеряем вспомогательные метрики — например, среднюю релевантность ответов на все запросы и среднюю релевантность ответов на запросы, обрабатываемые GNLP; качество работы Intent Recognizer и т.д.

Дополнительно многозадачность прошла end-to-end тестирование на колонках. Тестировщикам раздали умные колонки с привязанными виртуальными устройствами умного дома различных типов — освещение, датчики, умная бытовая техника. Они оценивали успешность прохождение всего сценария: произносили фразы, которые содержали несколько команд к умному дому, и отслеживали, что состояния устройств меняются правильно, а модель верно озвучивает результаты.

Заключение

Опция многозадачности в умных колонках позволила быстрее выполнять несколько команд — но это только одна причина реализовать её. Есть ещё вторая: новые функции GigaChat для управления умным домом делают его стало более естественным и органичным для языка. Пользователь говорит, что сделать, точно так же, как мог бы попросить человека, с которым живёт: «Выключи, пожалуйста, свет и включи кондиционер». А значит, умный дом становится ещё ближе, ещё понятнее.

В подготовке статьи участвовали: Илья Расторгуев, Анатолий Востряков, Андрей Квасов, Владимир Карлов, Юрий Федоров, Михаил Голобоков, Ксения Вороная

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  • 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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