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[Перевод] Иерархия ИИ-потребностей

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Как это часто бывает с быстро развивающимися технологиями, ИИ породил массовые проявления синдрома упущенных возможностей, страха, неуверенности, сомнений и междоусобиц. Некоторые из них имеют под собой основания, некоторые — нет, но всё это бросается в глаза. Все от мала до велика, от незаметных стартапов до финтех-гигантов и государственных учреждений, сформировали команды специалистов, которые лихорадочно разрабатывают ИИ-стратегии.

Команда VK Cloud перевела статью о том, как использовать ИИ и машинное обучение, чтобы лучше справляться с тем, что мы делаем.

Введение


Сплошь и рядом компании не готовы к ИИ. Может, они наняли своего первого дата-сайентиста и получили более чем посредственные результаты или грамотность работы с данными находится где-то на периферии их корпоративной культуры. Но самый распространённый сценарий — это когда они ещё не создали инфраструктуру, позволяющую внедрять и пожинать плоды самых простых алгоритмов Data Science и тем паче машинного обучения.

Как консультант по Data Science и ИИ я говорила об этом бесчисленное множество раз, особенно в последние два года. Другие специалисты со мной согласны. Сложно быть душителем всеобщего энтузиазма, особенно если ты сам разделяешь этот энтузиазм. И как сказать компании, что она не готова к искусственному интеллекту, и при этом не показаться эдаким заносчивым самозванцем, вахтёром, который упорно не даёт людям пройти?

Вот объяснение, которое нравится мне больше всего:

Воспринимайте ИИ как вершину пирамиды потребностей. Да, самореализация (ИИ) — это здорово, но сначала вам нужны еда, вода и крыша над головой (инфраструктура, сбор и грамотная работа с данными).

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Чтобы эффективно реализовывать проекты на основе ИИ и машинного обучения, нужно сначала построить твёрдый фундамент для данных

Базовые потребности: вы умеете считать?


На нижнем ярусе пирамиды расположился сбор данных. Какие данные вам нужны, какие у вас есть? Если это продукт для пользователей, регистрируете ли вы все соответствующие взаимодействия с ними? Если это датчик, как и какие данные через него проходят? Насколько легко зафиксировать взаимодействие, для которого ещё нет инструментов? В конце концов, последние достижения в машинном обучении стали возможны именно благодаря правильным датасетам.

Далее: как данные проходят по системе? У вас надёжные потоки данных / ETL? Где вы их храните, легко ли получить к ним доступ и анализировать их? Джей Крепс вот уже лет десять твердит, что надёжный поток — это альфа и омега любых операций с данными. Кстати, я искала точную цитату и нашла её в его шедевре I love logs. Потом я заметила, что параграфом выше он приводит точное сравнение с пирамидой Маслоу, добавив для убедительности, что это нечто очевидное (спасибо, Джей!). Если вспоминать другие работы на эту тему, ещё я натолкнулась (спасибо Дэниелу Танкелангу за информацию) на отличный пост Хилари Мэйсон и Криса Виггинса о том, чем занимается дата-сайентист. Несколько дней назад Шон Тейлор показал собственную пирамиду потребностей в Data Science (иронично названную «разъединённый треугольник Data Science»). Конечно, в ней другие потребности. Может, нам пора завести микроблог в Tumblr?

Данные можно исследовать и преобразовывать, только когда они доступны. Сюда относится и пресловутая «очистка данных», недооценённая сторона Data Science, которой будет посвящена отдельная статья. Это когда оказывается, что вам не хватает многих данных, ваши датчики выдают ненадёжную информацию, из-за изменения версии у вас пропали события, вы неправильно интерпретировали флаг — и вы снова спускаетесь к основанию пирамиды, чтобы она не рухнула.

Когда вы способны достоверно исследовать и очистить данные, можно переходить к тому, что традиционно считают BI или аналитикой: определить метрики, которые нужно отслеживать, их сезонность и чувствительность к разным факторам. Может, приблизительно сегментировать пользователей и посмотреть, не выскочит ли что-нибудь. Но поскольку вы настроены на ИИ, теперь вы создаёте, что называется, признаки для модели машинного обучения. На этом этапе вы уже знаете, что хотели бы предсказывать или обучать, так что можно приступить к подготовке датасета для обучения, генерируя метки автоматически (какие клиенты ушли?) или с участием человека.

Так, считать умеем. А дальше что?


У нас есть обучающие данные — так что, теперь можно заняться машинным обучением? Возможно, да, если вы собираетесь у себя в компании прогнозировать уход клиентов; нет, если вы собираетесь предлагать результат этого машинного обучения заказчикам вне компании. Нам нужен пусть даже примитивный фреймворк для A/B-тестирования или экспериментов, чтобы можно было выполнять деплоймент шаг за шагом: так мы сможем избежать серьёзных сбоев и примерно оценить последствия изменений до того, как они на всех повлияют. В это же время стоит внедрить самые простые базовые показатели (для рекомендательных систем это «самый популярный», потом «самый популярный для вашего сегмента пользователей» — такой подход «сначала стереотип, потом персонализация» очень раздражает, но срабатывает эффективно).

Простую эвристику на удивление чрезвычайно трудно превзойти, ведь с её помощью можно полностью отладить систему без мистических чёрных ящиков машинного обучения с гипернастроенными гиперпараметрами внутри. И именно поэтому мой любимый алгоритм Data Science — это деление.

На этом этапе можно развернуть очень простой ML-алгоритм (вроде логистической регрессии или того же деления), потом подумать о новых сигналах и признаках, которые могут повлиять на результаты. Данные о погоде и переписи населения — мои любимые помощники. И нет, каким бы мощным ни было глубокое обучение, оно не сделает это за вас автоматически. Появление новых сигналов (создание, а не конструирование признаков) поможет в разы повысить эффективность. Здесь имеет смысл притормозить, хотя как дата-сайентисты мы с нетерпением рвёмся на следующую ступеньку пирамиды.

Вот он, искусственный интеллект!


Вы всё сделали. Подготовили инструменты. Ваш ETL работает как часы. У вас есть организованные и очищенные данные, дашборды, метки и отличные признаки. Вы измеряете то, что надо. Вы можете экспериментировать каждый день. У вас отлаженный со всех сторон базовый алгоритм, который работает в продакшен-среде, и вы меняли его с десяток раз. Вы готовы. Вперёд, к вершинам.

Попробуйте всё, от собственных экспериментов до сотрудничества с компаниями, которые специализируются на машинном обучении. Может, вы добьётесь существенного улучшения производительности. А может, и нет. В худшем случае вы просто освоите новые методы, подготовите заключения и приобретёте опыт и с чистой совестью сможете рассказывать инвесторам и клиентам о своей работе с искусственным интеллектом. В лучшем случае вы кардинально измените взаимодействие с пользователями и клиентами и работу самой компании — у вас получится истинная история успеха в сфере машинного обучения.

Минуточку, а как же MVP, Agile, Lean и вот это всё?


Иерархия потребностей в Data Science — это не повод целый год строить разрозненную, чрезвычайно усложнённую инфраструктуру. Когда вы создаёте традиционный минимально жизнеспособный продукт, вы начинаете с малого вертикального разреза продукта и добиваетесь, чтобы всё в нем работало. Можно построить пирамиду продукта и наращивать её в горизонтальной плоскости. Например, у себя в Jawbone мы начали с данных о сне и построили пирамиду: инструменты, ETL, очистка и организация, фиксация и определение меток, метрики (сколько часов в среднем люди спят каждую ночь? А сколько времени они дремлют? А что значит «вздремнуть»?), межсегментный анализ вплоть до создания историй, основанных на данных, и Data Products на базе машинного обучения (автоматическая регистрация сна). Потом мы занялись шагами, едой, погодой, тренировками, потом добавили социальные сети и коммуникацию, раз за разом, одно за другим. Мы не строили всеобъемлющую инфраструктуру, даже не попытавшись запустить её в работу комплексно.

Потенциал инструментов машинного обучения


«Минуточку, а как же этот Amazon API, или TensorFlow, или ещё какая-нибудь Open-Source-библиотека? А как же компании, которые продают ML-инструменты или автоматически извлекают аналитические данные и признаки?»

Всё это чудесно и очень полезно. (Некоторые компании в конечном счёте изо всех сил рвутся соорудить пирамиду целиком, чтобы было что показать миру. Это просто герои.) Но, подпав под влияние шумихи вокруг ИИ, люди не брезгуют неочищенными и неполными данными, на изменение формата и значения которых уйдут годы, которые ещё не осмыслены, которые структурированы так, что становятся бессмысленными, — и ожидают, что эти инструменты сотворят с такими данными чудо. Может быть, когда-то это чудо и случится; я вижу работу в этом направлении и аплодирую этим усилиям. А пока что лучше возвести твёрдый фундамент для пирамиды ИИ-потребностей.

Попробуйте ML Platform от VK Cloud — она помогает построить процесс работы с ML-моделями от дизайна до деплоя, контролировать качество экспериментов и моделей. Для тестирования мы начисляем новым пользователям 3000 бонусных рублей и будем рады вашей обратной связи.

Stay tuned

Присоединяйтесь к телеграм-каналу «Данные на стероидах». В нем вы найдете все об инструментах и подходах к извлечению максимальной пользы из работы с данными: регулярные дайджесты, полезные статьи, а также анонсы конференций и вебинаров.

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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

  • 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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