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[Перевод] Эссе об экономике будущего. AGI и ВВП без спроса: опасная иллюзия роста

Команда AI for Devs подготовила перевод большого эссе об ИИ и экономике будущего. Автор разбирает, почему рост возможностей моделей сам по себе не гарантирует процветание, как замещение труда может подорвать спрос и почему без циркуляции ценности экономика ИИ рискует зайти в тупик.

Нарративы из AI-лабораторий ослепляют: построить AGI, открыть путь к поразительному росту производительности — и наблюдать, как взлетает ВВП. История убедительная, особенно если именно вы создаёте эти новые «мыслящие машины» или инвестируете в них. Но в ней пропущена ключевая часть, без которой экономика перестаёт быть экономикой, — оборот.

Экономика — это не просто производство. Это производство, соразмерное спросу, а спрос требует широко распределённой покупательной способности. Когда мы об этом забываем, нам приходится на собственном опыте заново усваивать старую истину: невозможно построить процветающее общество, оставив большинство людей за бортом.

В книге «Бракосочетание Рая и Ада» поэт и художник-визионер Уильям Блейк (писавший во времена первой промышленной революции) предельно точно сформулировал логику оборота: «Производящий перестал бы быть производящим, если бы Пожиратель, как море, не принимал излишки его наслаждений». Иными словами, результат должен быть потреблён. Система должна находиться в движении.

Изображение создано с помощью Gemini и Nano Banana Pro
Изображение создано с помощью Gemini и Nano Banana Pro

Сегодня многие нарративы об AGI исходят из того, что «производящие» смогут продолжать производить, а широкая масса покупателей («пожиратель») — каким-то образом продолжит покупать, даже по мере того как всё больше человеческого труда вытесняется, а трудовые доходы и переговорная сила стремительно сокращаются. Это не будущее изобилия. Это рецепт своеобразной застойной сердечной недостаточности экономики: прибыли и возможности накапливаются там, где должен находиться циркуляционный насос, тогда как остальная часть организма голодает.

Если мы хотим экономику ИИ, которая действительно делает общество богаче, нам нужно задаваться не только вопросами «Насколько умными станут модели?» и «Насколько богатыми станут разработчики ИИ, их инвесторы и ближайшие клиенты?», но и вопросом «Как будет циркулировать создаваемая ценность в реальной экономике товаров и услуг?». Не «Что мы можем автоматизировать?», а «Какая новая инфраструктура и какие институты нужны, чтобы превратить возможности в широко разделяемое процветание?».

Две версии будущего часто обсуждаются так, будто они существуют по отдельности. Это не так.

Экономика открытий: возможности — это ещё не ВВП

Меня вдохновляет потенциал ИИ как инструмента для открытий. Он может помочь нам решить задачи, которые не поддавались десятилетиями: обеспечить изобилие энергии, создать новые материалы, найти лекарства от болезней. Как точно сформулировали Ник Ханауэр и Эрик Байнхокер, «процветание — это накопление решений человеческих проблем». То, что ИИ способен пополнять запас таких решений, — прекрасная мечта, и мы должны стремиться воплотить её в реальность.

Но одни лишь открытия — это не то же самое, что экономическая ценность, и уж точно не то же самое, что широко распределённое процветание. Между открытием и экономической ценностью лежит длинный и подверженный сбоям конвейер: превращение в продукт, проверка, регулирование, производство, дистрибуция, обучение и сопровождение. «Долина смерти» — это не метафора; это бюрократический, технический и финансовый ландшафт, где умирают многие многообещающие прорывы. А из этой долины путь ведёт либо к подъёму на обширные плато общего процветания, либо по короткой тропе — к тупиковой вершине концентрации богатства.

Если ИИ ускоряет открытия, но не ускоряет их распространение, мы получаем громкие заголовки и бумажное богатство, тогда как массовый рост приходит значительно позже. Пик становится выше, но плато — не шире.

Вопрос распределения начинается с узких мест. Кто владеет машинами для открытий? Кто контролирует доступ к вычислениям, данным и самим моделям? Кто присваивает интеллектуальную собственность? У кого есть каналы, чтобы выводить новые возможности на рынок? В какой мере действующие игроки и выстроенные ими защитные рвы сдерживают инновации? Ускоряются ли государственные регуляторные процессы или они по-прежнему удерживают внедрение ИИ на ледниковой скорости? И используют ли те, кто контролирует узкие места, свою способность формировать рынки разумно? Если эти узкие места слишком «пережаты», экономика открытий превращается в своего рода феодализм открытий: прорывы происходят, но побочные эффекты ограничены, внедрение идёт медленно, а отдача концентрируется.

Если же инструменты и стандарты распространения доступны широко, если совместимость реальна, если лицензирование устроено так, что допускает множество путей на рынок, если регуляторные процессы тоже можно ускорить с помощью ИИ, тогда экономика открытий может стать именно тем, чем мы хотим её видеть: универсальным двигателем прогресса. Здесь предстоит колоссальный объём работы.

Многие из этих вопросов — экономические. Если открытия становятся дешёвыми, становится ли дешевле остальная часть конвейера или, наоборот, дорожает, компенсируя потерю других источников дохода? Радужная мечта — вакцина от рака, доступная по предельной стоимости производства. Мрачная реальность может выглядеть иначе: производители лекарств решат, что «нам нужно назначить высокую цену, чтобы компенсировать потери от существующих препаратов, которые людям больше не нужно покупать». Даже в эпоху дешёвых открытий возможно, что некоторые вакцины по-прежнему будут стоить миллионы долларов за дозу и будут доступны только тем, кто может себе это позволить.

Экономика замещения труда: спрос — главное ограничение

Другая версия будущего — это замещение труда. Нам говорят, что ИИ возьмёт на себя значительную часть интеллектуальной работы, так же как машины когда-то заменили тягловых животных и большую часть ручного человеческого труда. Бизнес становится эффективнее. Маржа растёт. Выпуск увеличивается. Цены падают, а покупательная способность тех, кто остаётся занятым, повышается.

Но кто будет покупателями, если внезапно огромное число людей перестаёт иметь оплачиваемую работу?

Это не риторический вопрос. Это центральное макроэкономическое ограничение, которое значительная часть Кремниевой долины предпочитает не моделировать. Нельзя заменить зарплаты дешёвым инференсом и ожидать, что потребительская экономика будет работать как прежде. Если доля заработной платы падает достаточно быстро, экономика становится менее устойчивой. Растёт социальная напряжённость. Политика приобретает карательный характер. Инвестиции в долгосрочные комплементарные направления схлопываются. И вся система начинает вести себя скорее как хрупкая машина по извлечению ренты, чем как надёжный двигатель процветания.

В статье 2012 года в Harvard Business Review Майкл Шрейдж задал мощный стратегический вопрос: «Кем вы хотите, чтобы стали ваши клиенты?» Как он отмечал, ответ на этот вопрос и есть подлинный фундамент великих компаний. «У успешных компаний есть “видение будущего клиента”, которое не менее важно, чем их видение собственных продуктов».

В ранние годы массового производства Генри Форд, как принято считать, понял простую вещь: если вы хотите массовые рынки, вам нужна массовая покупательная способность. Он платил более высокие зарплаты и сокращал рабочее время, фактически помогая изобрести то, что мы сегодня называем уикендом, а вместе с ним — экономику досуга. Дивиденд от роста производительности распределялся так, что создавал новых покупателей.

Инновация Форда имела последствия далеко за пределами заводских ворот. Массовое распространение автомобилей потребовало гигантского расширения инфраструктуры: дорог, правил дорожного движения, гостиниц, парковок, заправок, ремонтных мастерских — и полной социальной перестройки представлений о расстоянии. Технология была важна, но именно комплементы сделали из неё экономику.

Стивен Джонсон рассказывает родственную историю в своей книге Wonderland. Доиндустриальная европейская тяга к индийскому ситцу и набивным тканям помогла запустить современные форматы шопинга и глобальные торговые сети. Но на этом история не заканчивается. Когда производство ткани подешевело, мода, вкус и демократизация демонстрации статуса стали куда более значимой частью экономики. Суть не в том, что «потребительство — это хорошо». Суть в том, что экономики растут, потому что желания и возможности меняются в результате инноваций, инфраструктуры и институтов, которые позволяют выгодам распространяться. Новые формы производства требуют новых систем распределения, опыта и обмена.

Сегодня ИИ находится именно в такой точке перегиба. Возможно, мы создаём двигатели невероятной производительности, но пока не создаём социальные механизмы, которые сделают эту производительность широко применимой и широко полезной. Мы просто надеемся, что они как-то появятся сами.

Этот провал в понимании и воображении — ахиллесова пята современных AI-гигантов. Они представляют себя участниками гонки за статус следующей доминирующей платформы, где основная часть выгод достанется тому, у кого самая умная модель, больше всего пользователей и больше всего разработчиков. Это очень похоже на видение Netscape времён раннего веба, связанное с Марком Андриссеном. Netscape стремилась заменить Microsoft Windows как платформу для пользователей и разработчиков, используя момент интернета, чтобы стать следующим монопольным «привратником». Но победа досталась тем, кто принял архитектуру участия, лежащую в основе веба.

Да, справедливо, что тридцать лет спустя мы живём в мире, где такие компании, как Google, Apple, Amazon и Meta, действительно стали «привратниками», извлекая огромную экономическую ренту за счёт контроля над человеческим вниманием. Но так было не с самого начала. Amazon и Google, в особенности, выросли потому, что решили проблему оборота. Маховик Amazon, в котором больше пользователей привлекают больше поставщиков с более широким и дешёвым ассортиментом, что, в свою очередь, приводит ещё больше пользователей, — классический пример стратегии экономической циркуляции. Amazon не только создал колоссальную ценность для потребителей, но и сформировал целый новый класс поставщиков.

То же самое можно сказать и о первоначальной стратегии поисковой системы Google, которая также была глубоко укоренена в логике оборота ценности. Как говорил Ларри Пейдж в 2004 году: «Портальная стратегия пытается владеть всей информацией… Мы же хотим как можно быстрее увести вас из Google туда, куда вам действительно нужно». Алгоритмы компании — как для поиска, так и для релевантной рекламы — стали реальным прорывом в координации рынков и совместном создании ценности. Экономистов вроде Хэла Вариана привлекали для разработки рекламных моделей, которые были лучше не только для Google, но и для его клиентов. Google рос вместе с веб-экономикой, которую сам же помог создать, а не за её счёт. Да, со временем это изменилось, но не стоит забывать, насколько важной была поддержка циркуляционной экономики для раннего успеха Google.

Google также даёт отличный пример продуманного дизайна механизмов для решения проблем с правообладателями — пример с важными экономическими уроками и для сегодняшнего дня. Когда музыкальные компании начали отправлять YouTube требования об удалении пользовательского контента с несанкционированным использованием их интеллектуальной собственности, YouTube вместо этого предложил: «А что если мы поможем вам это монетизировать?» В результате был создан новый рынок.

То, что Amazon и Google, судя по всему, забыли эти уроки, — признак их упадка, а не образец для подражания. Это создаёт возможность для тех (включая самих Google и Amazon, если они вновь обратятся к своим истокам), кто строит следующее поколение технологических платформ. Создавайте маховик, запускайте циркуляционную экономику. ИИ не должен с самого начала превращаться в деградированный продукт, где приоритет отдаётся извлечению ценности, а не её широкому созданию.

Децентрализованные архитектуры создают ценность; централизация её присваивает

Один из ключевых уроков технологической революции интернета 1990-х и начала 2000-х годов заключается в том, что децентрализованные архитектуры более инновационны и конкурентоспособны, чем централизованные. Децентрализация создаёт ценность, централизация — присваивает её. Персональный компьютер децентрализовал компьютерную индустрию, положив конец удушающему контролю IBM над конкуренцией в эпоху мейнфреймов. Возникла и стремительно выросла новая индустрия программного обеспечения. В следующие десятилетия, по мере укрепления своих позиций, Microsoft заново централизовала отрасль, монополизировав операционные системы и офисные приложения — так же, как IBM раньше монополизировала компьютерное железо. Индустрия ПО для персональных компьютеров начала стагнировать, пока open source-софт и открытые протоколы интернета не подорвали централизованный контроль Microsoft и не открыли новую эру инноваций.

Затем трагедия повторилась. Те, кто когда-то процветал как интернет-инноваторы, со временем сами начали отдавать приоритет контролю: возводить защитные рвы и извлекать ренту вместо того, чтобы продолжать инновации. Это и привело к сегодняшней интернет-олигополии. Именно это, разумеется, и позволило текущей AI-революции пойти по тому пути, по которому она пошла. Google изобрёл архитектуру трансформеров и опубликовал её в открытом доступе, но сам не стал в полной мере исследовать её возможности, защищая существующую бизнес-модель. В итоге изобретение будущего досталось OpenAI.

Однако у AI-революции есть важное отличие от раннего интернета. Современная конфигурация в США — крупные закрытые модели, гигантские дата-центры для обучения и сильно концентрированный облачный рынок — имеет черты централизованного планирования, при котором узкий круг инвесторов с глубокими карманами выбирает победителей заранее, вместо того чтобы выявлять их в ходе жёсткой рыночной конкуренции и поиска product–market fit (то есть продуктов и сервисов, которые пользователи не только хотят, но и готовы покупать по цене ниже себестоимости!).

Рыночная конкуренция важна для того, чтобы экономика не зависела от горстки компаний, реинвестирующих свои прибыли в производство. Когда возникает такая зависимость, оборот может прерываться. Прибыль перестаёт возвращаться в экономику и начинает накапливаться, застревая в сфере финансового обращения — от дивидендов к байбэкам акций, затем снова к дивидендам, и всё меньшая её часть идёт в инвестиции в физический или человеческий капитал.

Если мы хотим реализовать полный потенциал ИИ для обновления и переизобретения экономики, нам необходимо принять децентрализованные архитектуры. Это может означать победу более дешёвых моделей с открытыми весами, которые коммодитизируют и децентрализуют инференс. И, безусловно, это подразумевает протоколы и техническую инфраструктуру, способные ослабить врождённую склонность к концентрации, порождённую эффектом масштаба и другими технологическими «рвами», делающими концентрацию более эффективным способом производства.

Централизация — преимущество в зрелой экономике; она становится недостатком, когда вы пытаетесь изобрести будущее. Преждевременная централизация — ошибка.

Манифест циркуляционной экономики ИИ

Если AI-лаборатории хотят стать архитекторами процветающего будущего, им придётся столь же усердно изобретать циркуляционную систему новой экономики, как и улучшать возможности моделей. Успех нужно измерять распространением, а не только уровнем возможностей. Переход на новые формы труда следует рассматривать как ключевую задачу, которую нужно решать, а не просто изучать. Побеждать необходимо на рынке, а не за счёт искусственных защитных рвов. Это означает приверженность открытым интерфейсам, переносимости и совместимости. Возможности общего назначения не должны превращаться в частную платную дорогу.

Компании, внедряющие ИИ, сталкиваются со своими собственными вызовами. Простое использование ИИ для сокращения издержек и разгона прибыли — это своего рода провал. Дивиденд от роста производительности должен проявляться для сотрудников не в виде уведомления об увольнении, а в виде сочетания более высокой оплаты, сокращённого рабочего времени, участия в прибыли и инвестиций в переобучение. Компании должны использовать этот момент, чтобы переизобрести себя, создавая новые виды ценности, за которые люди будут готовы платить, а не просто пытаясь сохранить статус-кво.

Государствам и обществу в целом необходимо инвестировать в комплементы, которые будут формировать новую экономику ИИ. Распространение будет ограничиваться хрупкостью нашей энергетической сети, узкими местами в поставках редкоземельных материалов, а также закостенелыми процедурами согласования нового строительства и одобрения инноваций.

Государствам также придётся прорабатывать сценарии будущего, в котором налоги на труд будут составлять значительно меньшую долю их доходов. Очевидных решений нет, и переход будет сложным, но если нас ждёт мир, где прирост капитала избыточен, а трудовые доходы редки, возможно, пришло время снижать налоги на труд и повышать налоги на прирост капитала.

Выбор

Мы можем построить экономику ИИ, которая концентрирует ценность, выхолащивает спрос и загоняет общество в реактивный цикл откатов и латания последствий. А можем построить циркуляционную экономику ИИ — такую, где открытия распространяются, где дивиденды от роста производительности превращаются в покупательную способность и время, и где комплементы создаются достаточно быстро, чтобы общество в целом становилось более способным.

AI-лаборатории любят говорить, что они создают интеллект. И в этом они действительно продвигаются. Но если они хотят создать процветание, им нужно также открыть маховик экономики ИИ.

Производящему нужен пожиратель. Не как злодей и не как помеха, а как море, которое принимает избыток и возвращает его, преобразованным, в виде следующей волны спроса, инноваций и общего процветания.

Русскоязычное сообщество про AI в разработке

e49d91116e8021878350d6d9209007d2.png

Друзья! Эту статью подготовила команда ТГК «AI for Devs» — канала, где мы рассказываем про AI-ассистентов, плагины для IDE, делимся практическими кейсами и свежими новостями из мира ИИ. Подписывайтесь, чтобы быть в курсе и ничего не упустить!

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  • 09.07.26 19:06 Toivo Walli

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:42 پریا رضایی

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

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  • 23.08.26 20:02 leslieyee

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  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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