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[Перевод] Humans-in-the-loop vs synthetic data: за что идёт борьба на рынке AaaS

Scale зарабатывает более $750 млн в год на продаже данных для RLHF. Кто собирается их потеснить?

Scale AI — стартап, ранее известный своими контрактами на разметку данных для беспилотных автомобилей и военных проектов, приближается к годовому обороту в $1 млрд благодаря своим дата-сервисам, используемым в техниках вроде reinforcement learning from human feedback (RLHF). Я давно слышал слухи об их масштабах, о том, что они работают буквально со всеми крупными AI-лабораториями — от Meta до OpenAI, но увидеть подтверждение этого в публичных отчетах ощущается совсем иначе.

Цитата из Forbes ($):

Оборонное подразделение Scale всё ещё несопоставимо по масштабам с их коммерческим бизнесом, который к концу 2023 года разогнал годовой run rate компании до $750 млн, по словам двух источников, знакомых с ситуацией — по сравнению с примерно $250 млн в начале 2022 года. Этот рост был вызван взрывным спросом со стороны AI-компаний на RLHF — технику разметки данных для LLM.

У нас нет хороших способов получать экспертные датасеты в нужных нам доменах или добавлять достаточно данных, чтобы добиться нужной robustness моделей, и именно Scale стала основным игроком, который курирует большинство таких данных — разумеется, за приличную плату.

Доходы Scale отражают общее настроение в индустрии вокруг RLHF за последние годы. Мне интересно, откуда взялись те самые $250 млн в начале 2022 года, но могу точно сказать: множество бюджетов на данные по всей ML-индустрии было перераспределено в пользу RLHF. Чтобы делать RLHF качественно и построить sticky model (модель, которую сложно заменить), нужны серьёзные инвестиции.

Эти показатели по выручке недалеко ушли от того, что сейчас показывает OpenAI, хотя бизнес-модель у Scale совсем другая (и их оценка компании намного, намного ниже). Они зарабатывают не на инференсе и API-доступе к моделям, а на платных услугах по созданию и поддержке моделей. В то время как дискуссия вокруг провайдеров foundation models уже тщательно изучена — и обычно сводится к коммодитизации сервисов и гонке к ценовому дну, — полезно взглянуть на Scale: понять, на чём они делают деньги и где новые игроки будут пытаться войти на рынок.

Главный вопрос: существует ли какое-либо устойчивое конкурентное преимущество у компаний, которые поставляют данные для RLHF? Самый публичный пример того, за что на самом деле платят — в техническом отчёте Llama 2 (что может сильно измениться в Llama 3, потому что traction у Llama 2 Chat оказался крайне низким). В отчёте есть таблица, показывающая, что Meta купила более миллиона парных сравнений для своих моделей, в то время как аналогичные open-source датасеты едва дотягивают до 100k примеров.

Таблица 6. Статистика данных о человеческих предпочтениях для обучения модели вознаграждения (reward modeling). Приведены как открытые, так и внутренние датасеты человеческих предпочтений, использованные для reward modeling. Обратите внимание: бинарное сравнение человеческих предпочтений содержит два ответа (выбранный и отклонённый), сформированные на основе одного и того же промпта (и, при наличии, предшествующего диалога). Каждый пример включает промпт (с предыдущим диалогом, если доступен) и ответ — именно это подаётся на вход модели вознаграждения. Мы указываем число сравнений, среднее число ходов в диалоге, среднее число токенов на пример, на промпт и на ответ. Дополнительные сведения о данных Meta по полезности и безопасности по батчам см. в приложении A.3.1.
Таблица 6. Статистика данных о человеческих предпочтениях для обучения модели вознаграждения (reward modeling). Приведены как открытые, так и внутренние датасеты человеческих предпочтений, использованные для reward modeling. Обратите внимание: бинарное сравнение человеческих предпочтений содержит два ответа (выбранный и отклонённый), сформированные на основе одного и того же промпта (и, при наличии, предшествующего диалога). Каждый пример включает промпт (с предыдущим диалогом, если доступен) и ответ — именно это подаётся на вход модели вознаграждения. Мы указываем число сравнений, среднее число ходов в диалоге, среднее число токенов на пример, на промпт и на ответ. Дополнительные сведения о данных Meta по полезности и безопасности по батчам см. в приложении A.3.1.

В экстренном подкасте Latent Space, посвященном Llama 2, мы оценили, что стоимость только этого пакета данных составляла примерно $6–10 млн (экстраполируя из известных публичных контрактов и считая цену за одно сравнение). И это всего лишь один из множества экспериментов, которые компании вроде Meta проводят. У них также есть эксперименты с другими флагманскими моделями внутри GenAI-организации, например, text-to-image и text-to-video, где, как можно утверждать, RLHF потенциально даёт ещё больше пользы.

Возвращаясь к информации о $750 млн годовой выручки, основная часть этой суммы, по сути, приходит от нескольких крупных контрактов вроде того, что делает Meta. Scale выступает провайдером, который управляет огромным количеством людей, создающих эти датасеты. При этом есть серьезные этические вызовы, связанные с такой работой, и репутация Scale в этой сфере, мягко говоря, неоднозначна. Но главный вопрос, который я пытаюсь понять: насколько фундаментально устойчив этот бизнес?

Пока основной фокус бизнеса остается на управлении массами людей и постоянном курировании датасетов, он не выглядит как tech-компания с увеличивающейся прибылью при фиксированных капитальных затратах. До какой степени Scale AI сможет наращивать маржинальность, если единственный путь масштабирования — это нанимать всё больше и больше людей? Если бы я был на месте покупателя данных, одно из первых условий в контракте звучало бы так: “Мы не хотим, чтобы промпты и результаты, за которые мы платим, продавались другим клиентам.”

Есть и второй, более стратегический риск: неизвестно, как долго такие дата-сервисы вообще будут нужны. Если базовые модели станут достаточно хорошими, будет ли всё ещё нужен RLHF и многочисленные техники fine-tuning? По моему опыту, потребность в экспертных данных сохранится, но значительная часть «универсальных alignment-данных» со временем станет open-source и пригодной к переиспользованию.

Или, если смотреть еще шире: как долго все крупные tech-компании будут продолжать тренировать LLM? В какой-то момент состоится консолидация рынка: несколько компаний выиграют гонку, остальные замедлятся, и тогда Scale может потерять самые прибыльные контракты.

Хотя легко нарисовать здесь пессимистичный сценарий, важно понимать, что все AI-стартапы находятся в той же лодке. Что будет с OpenAI, когда open-модели всерьёз и окончательно догонят по use case’ам, которые действительно важны большинству пользователей?

Конкуренция в области humans-in-the-loop

В прошлом году рынок RLHF какое-то время выглядел как нишевый рынок для безопасно-ориентированного обучения. Теперь же очевидно, что подход RLHF стал центральным для обеспечения стабильной ценности во множестве разных возможностей (например, математика или задачи в специализированных доменах). Забавно называть Scale AI «устоявшимся игроком» в этой конкуренции, учитывая, что это всё ещё стартап, но большинство компаний, основанных в доком ChatGPT-эпоху, уже ощущаются старыми по сравнению с волной новых стартапов последних одного-двух лет.

Хотя многие компании официально указаны как клиенты Scale, важно понимать, что в нескольких научных статьях, включая InstructGPT и работу Anthropic по RLHF, упоминается использование собственных внутренних аннотаторов. Некоторые ранние адоптеры RLHF уже ушли к другим провайдерам или построили собственные пайплайны. Среди небольших альтернатив Scale AI для работы с human data можно отметить Surge AI, Invisible, Prolific, Toloka AI (с представителями всех этих компаний я пересекался профессионально или лично за последние 15 месяцев), и, безусловно, есть многие другие, которых я пропустил.

Surge AI уже сумела вернуть себе часть бизнеса у Anthropic, выпустив несколько ярких редакционных материалов, где исследователи делятся своим опытом, включая Итана Переса:

С Surge пайплайн сбора human data теперь ощущается ближе к «запуску джобы на кластере», что для меня до сих пор дико.

Пока неясно, какие именно приросты в производительности происходят при смене провайдера, если судить по публичным данным. Выбор сервиса для разметки данных остается хаотичным процессом, на который сильно влияют обычные продажи и маркетинг. Через несколько лет станет очевидно, кто делает лучше остальных. Подсказка: я готов поспорить, что многие из них используют гибридные пайплайны с big LLM + human-in-the-loop.

В любом случае, наличие контрольных точек, связанных с производительностью модели, — это самое важное для таких бизнесов. Переход от простой передачи данных «через стену» к осмысленному вовлечению в оценку и обсуждения по обучению моделей становится ключевым. Модели — это по-прежнему то место, где принимаются основные решения.

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Масштабирование Alignment-as-a-Service через AI feedback

Alignment-as-a-service (AaaS, рифмуется с Haas) — это концепция оплаты за рекуррентный сервис, который либо обеспечивает, либо мониторит работу LLM-эндпоинтов. Это может включать как выявление сценариев использования, которые не удовлетворяют пользователей, так и предоставление новых тренировочных данных для исправления проблем.

Я давно размышляю о том, как AaaS может стать основой для жизнеспособного стартапа. Чтобы приносить сверхвысокую прибыль, любая технологическая компания должна иметь значительную отдачу при фиксированных затратах. Предоставление RLHF как сервиса будет работать лучше всего, если фиксированные издержки — например, на данные или вычисления — смогут давать долгосрочную ценность. Здесь слишком много открытых вопросов и рисков. Пока что я вижу инструменты для управления моделями (например, continual training) как более маржинальный бизнес по сравнению с data services, но на текущем уровне технологий они менее стабильны и сложнее масштабируются.

Самый простой подход — попробовать обыграть Scale AI в их собственной игре. Если я пойду в Scale, куплю данных на $20 млн и буду использовать эти данные снова и снова для удовлетворения тренировочных потребностей большего числа клиентов, у меня может получиться устойчивый долгосрочный бизнес. Главная проблема этой стратегии в том, что нужен on-policy data — то есть данные, сгенерированные моделями, которые ты обучаешь, — а фиксированный датасет по определению этого не даёт. Даже если можно регенерировать ответы на промпт, это не создаёт необходимых пар chosen-rejected, которые критически важны для RLHF.

Самая большая часть потенциального рынка для такой компании заключается в решении качественных проблем, которые описывает Джон Шульман в своём докладе о Proxy Objectives на ICML. По сути, Джон описывает, что ChatGPT играет в «крота» с возможностями через RLHF: улучшают поведение в одном сегменте распределения пользовательских запросов, но из-за этого всплывает другая проблема. Технически это, вероятно, выглядит как постоянное дообучение уже fine-tuned модели на немного большем объёме данных, отражающем новые use case’ы (что сложно из-за рисков нестабильности при out-of-distribution данных в RL), либо как повторный прогон фазы alignment в обучении модели с новыми instruction- и preference-датасетами, которые, скорее всего, охватывают это новое поведение.

Как бы на это ни смотреть, необходимость постоянно мониторить поведение деплоенной модели и быстро обновлять её возможности делает это направление крайне ценным бизнесом. Компании, предлагающие alignment-as-a-service, могут начинать с помощи в fine-tuning для тех, кто хочет поэкспериментировать с самой свежей open-source моделью. А затем они могут двигаться глубже по стеку — к управлению доступом к вычислительным ресурсам, деплою и другим ключевым зонам для ML-стартапов.

Всё это звучит хорошо, но над такими стартапами, Scale AI и их конкурентами нависает важный вопрос: что произойдет, когда синтетические данные станут действительно качественным? Главным преимуществом humans-in-the-loop датасетов сейчас остаётся достаточная вариативность. При генерации промптов с помощью LLM очень сложно добиться по-настоящему разнообразного датасета. Могут ли синтетические данные дойти до того уровня, что мы сможем заказывать датасет «в один клик», который покроет все наши потребности? Я подозреваю, что это будет как минимум в 100 раз дешевле, чем то, что предлагают Scale AI и им подобные сейчас.

Если бы я делал это сам, я бы постарался заполучить лучшие внутренние модели-критики и reward-модели. Надёжная модель-критик позволяет внедрять подходы вроде Constitutional AI и собирать датасеты правок, а хорошая reward-модель даёт возможность сильно бустить основную модель даже базовыми методами отбора данных. Полагаю, такие модели открывают путь к более простым инструментам оценивания следующего поколения.

Независимо от того, кто именно выиграет в этой гонке (я предполагаю, что победителей будет несколько), здорово видеть, что в AI-индустрии появляются жизнеспособные бизнес-модели. Это полезно для всей отрасли.

Главный риск для всех этих alignment-компаний — это достижение такого уровня качества базовых моделей, при котором RLHF больше не будет нужен. Чем дольше RLHF остаётся критически важной частью процесса, тем менее вероятен этот сценарий (во многом из-за эффекта «sunk cost» у людей, принимающих решения, которые уже вложили миллиарды). Тем не менее важно учитывать, что может привести твой бизнес к полному нулю. Думаю, что даже если безопасность и улучшение возможностей моделей перестанут требовать RLHF, рынок персонализации всё равно будет приносить серьёзную ценность, хотя, возможно, уже не на уровне выручки в $1 млрд.

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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

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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

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  • 11.10.25 10:44 Tonerdomark

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  • 12.10.25 01:12 harristhomas7376

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  • 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

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  • 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.

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  • 14.10.25 01:15 tyleradams

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

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

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

  • 17.10.25 20:17 tyleradams

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

  • 17.10.25 20:20 lindseyvonn

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

  • 17.10.25 20:22 richardcharles

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

  • 17.10.25 20:23 stevekalfman

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

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