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Искусственный интеллект: 70 лет провалов, надежд и революций

Содержание:

Первая зима ИИ (1974–1980): крах символического подхода
Вторая зима ИИ (1987–1993): крах экспертных систем
AlexNet (2012) : революция на 2-х видеокартах
ResNet (2015) и AlphaGo (2016): преодоление барьеров
Трансформеры (2017): архитектура, изменившая всё
Прогнозы и провалы (2013–2025): уроки истории
Эпоха ChatGPT (2022–2025)
Почему LLM – это технологическая ловушка
Заключение

Введение

Привет, Хабр! Я Максим Катрушенко, главный специалист по ML/DS с опытом более 6 лет в проектах математической оптимизации и машинного обучения для логистики. Последние годы я наблюдаю одну и ту же картину: звёзды ИИ-индустрии дают прогнозы, которые больше похожи на сказку для инвесторов, чем на точный расчёт. Многие громкие обещания — от полной автономии Tesla до замены врачей алгоритмами — рухнули, столкнувшись с реальностью.

По данным Crunchbase, в 2025 году в ИИ-сектор было инвестировано порядка 250 млрд $— это почти половина всех венчурных инвестиций в мире. Сложно поверить, что такие деньги вкладываются в очередные сказки. Эта статья — попытка проследить паттерны в развитии ИИ, понять, почему прогнозы лидеров отрасли систематически не сбываются, и оценить, где мы находимся сегодня.

В тексте акцент сделан на трёх составляющих — технических решениях, финансовых результатах и исторических закономерностях.

1. Первая зима ИИ (1974–1980): крах символического подхода

История ИИ начинается в 1956 году на Дартмутской конференции. Четверо видных учёных во главе с Д.Маккарти собрались на летний семинар с амбициозной целью: за два месяца разработать искусственный интеллект. Их рабочая гипотеза была простой — любую функцию человеческого разума можно точно описать и воспроизвести в машине.

"Всегда изобретаю, изобретаю, изобретаю": Дж. Маккарти за работой в своей лаборатории искусственного интеллекта в Стэнфорде

1.1 Logic Theorist

Результатом совместной работы учёных стало появление символического искусственного интеллекта. Это подход к созданию машинного разума, при котором знания о мире представляются в виде понятных человеку символов (понятий, объектов, отношений) и строгих логических правил обработки этих символов. На той же конференции была представлена Logic Theorist (1956) – программа, специально спроектированная для доказательства математических теорем успешно справилась с 38-ю из 52-х. Идейно, учёные формализовали процесс решения и описали его в виде алгоритма. Подробнее - здесь.

1.2 General Problem Solver

Позже, создали General Problem Solver(GPS, Универсальный решатель задач, 1959 г.). Он имитировал человеческий поиск решений задач через стратегии “средства — цель”. Алгоритм рекурсивно сравнивает текущее состояние с целевым, выявляя ключевые различия. Для каждого различия выбирается действие, которое уменьшает различия через создание подцелей.

Сейчас его формулировка занимает порядка 50 строк. Пользователь вручную описывает состояния, а программа перебирает варианты и ищет путь достижения конечного состояния из начального. Актуализирований код на Python + пример с задачей по кормлению обезъяны бананами.

Подробнее про эти проекты можно почитать, например, здесь.

1.3 Прогнозы и результаты

Это может показаться слишком тривиальным, но на тот момент таких успехов оказалось достаточно, чтобы поверить, что техника уже способна математически повторить человеческий разум. Любовь к экстраполяции сделала своё дело, и появились смелые прогнозы:

«Машины будут способны выполнять любую работу, которую может делать человек, в течение 20 лет.» — Герберт Саймон, 1965
«В течение одного поколения проблема создания искусственного интеллекта будет существенно решена.» — Марвин Минский, 1967

А за прогнозами последовали инвестиции. К 1969 году DARPA инвестировало в ИИ около $100 млн (эквивалент ~$800 млн в современных ценах). Академические центры в MIT, Stanford и CMU получали щедрое финансирование. Рынок ИИ оценивался в $10–50 млн в год — 0.001-0.002% от мирового ВВП того времени. Скромно по современным меркам, но достаточно для исследовательской области..

Оптимизм уперся в математическую реальность. В 1973 году британский математик Джеймс Лайтхилл опубликовал разгромный отчёт для правительства Великобритании. Его вывод был безжалостным: за 20 лет ИИ не добился практических результатов, а амбициозные обещания не имели под собой научного основания. Если кратко, то решение не сработало так как:

Затраты были слишком высокие и не давали экономии
Необходимо было перебирать слишком много комбинаций и не хватало вычислительных способностей
Требовалось кодировать миллионы правил
Очень редко закодированные правила для одной задачи удавалось обобщить на другие
Даже простые вычисления компьютеры выполняли очень долго. Хотя вычислительные задачи решались быстро – например, факториал 20 возможно было посчитать за 0.01-0.1 секунды, другие операции занимали порядка 5 часов.

Условная оценка трудозатрат на вычисления:

Написать программу на бумаге - 2 часа
Перфорировать 20 карт - 1 час (в перфораторе)
Отстоять очередь на считыватель - 1–3 часа
Загрузка (20 сек) - сбой (1%) → перезагрузка
Вычисления - 10 секунд
Вывод на перфокарту/принтер - 2 минуты
Ошибка → назад к шагу 1

DARPA сократило финансирование ИИ на 90% — с $100 млн до $10 млн в год. Великобритания и Канада полностью закрыли свои программы. Проект Speech Understanding Research в университете Карнеги — Меллона, обещавший революцию в распознавании речи, был признан провальным. Рынок ИИ сжался до $5–10 млн в год. Тысячи исследователей покинули область, и термин «искусственный интеллект» стал почти ругательным в академических кругах.

Дети радуются зиме и лепят снеговиков, а весной у них уже будет опыт лепки снеговиков,… который поможет в следующей зиме.

2. Вторая зима ИИ (1987–1993): крах экспертных систем

2.1 ИИ в узких задачах

К началу 1980-х ИИ возродился благодаря новому подходу — экспертным системам. Вместо попыток создать «общий интеллект» исследователи сфокусировались на узких задачах: кодирование знаний специалистов в виде правил «если-то».

Казалось бы, это резко упрощает время на перебор правил, позволяет получить быстрый эффект в узкой дорогостоящей области и устраняет проблему предыдущего поколения с попыткой сделать универсальные модели для любых задач. Параллельно, появились машины по 100к долларов за штуку, что значительно повышало доступ к технологиям. Для сравнения вычислительные машины до первой ИИ зимы стоили порядка 1–10 миллионов, а месяц аренды – десятки тысяч долларов.

Флагманами того времени стали такие проекты, как MYCIN и XCON. Первый на уровне эксперта (с точностью 65%) диагностировать наличие у пациента инфекций. Результат удалось достигнуть всего на 500-600 правилах. Второй позволял автоматизировать комплектацию заказов, экономя 40 миллионов долларов в год. За первый год работы этого проекта ROI оказался 10х. В 2026 году редкая компания может похвастаться такой результативностью.

LISP- компьютер в музее истории компьютеров. Выглядит не слишком громоздко.

На фоне таких невероятных успехов японское правительство запустило программу «Пятое поколение компьютеров» с бюджетом $850 млн (1982–1992). США ответили Strategic Computing Initiative на $1 млрд. К 1985 году рынок ИИ вырос до $1–2 млрд, а компании вроде Symbolics и Lisp Machines продавали специализированные компьютеры по $100–200 тыс. за штуку. К 1988 году корпоративные расходы на ИИ превысили $1 млрд. В пике рынок Ии оценивался ~0.01% от мирового ВВП.

«Экспертные системы — это следующий шаг в автоматизации. Они заменят дорогих специалистов во всех отраслях.» — Эдвард Фейгенбаум, «отец экспертных систем», 1983

2.2 Грабли, на которые снова наступили

В 1984 году на конференции AAAI Роджер Шанк и Марвин Минский предупредили: энтузиазм вокруг ИИ вышел из-под контроля, и разочарование неизбежно. Три года спустя рынок специализированного железа для ИИ рухнул. Причины знакомы до боли:

Затраты были слишком высокие и не давали экономии
Невозможно поддерживать актуальными базу всех правил. В XCON их было более 10 тысяч, их актуализация, синхронизация с другими стала стоить компании минимум половину эффекта, который приносил проект.
Машины не умели работать с нестандартными случаями. В итоге попытка заменить людей машинами только увеличила потери компаний и вызвала отток клиентов.
Появились новые машины от Apple и IBM, которые работали производительнее и доступнее.

Продажи Lisp-машин упали на 95% за три года. Symbolics, когда-то оценивавшаяся в сотни миллионов, обанкротилась. Японский проект «Пятое поколение» был признан провалом с потерями около $400 млн. DARPA сократило новые гранты на ИИ на 80%. Рынок сжался до $300–500 млн, а в следующие 15 лет (до 2010-х) AI стал «грязным словом» в Кремниевой долине.

С улыбкой вниз по снежной горке, а впереди еще много интересного… Как минимум, подъем вверх.

Осталось объявить о приходе вечных холодов, и эти домики будут на вес золота.

В период 1995–2010 годов премия Тьюринга ни разу не присуждалась за ИИ. В течение 16 лет индустрия уступала в значимости прорывам в базах данных, криптографии и теории сложности.

Интересно, почему в целом стало возможно говорить о второй зиме ИИ, если уже была первая, и крупные корпорации, инвесторы, гос. фонды сильно обожглись. Складывается впечатление, что из корпораций ушли те, кто получил ожог от первой зимы, а разработчики смогли скрыть технические слабости, выбрав узконаправленные задачи и показав на них экономический эффект.

Что посеешь, то и пожнешь

Здесь хочется провести черту и сделать общее резюме. Сами по себе «ИИ-зимы» отражают лишь столкновение завышенных ожиданий инвесторов/корпораций и т.д. с ограниченными возможностями своего времени. По какой-то причине развитие технологий подпитывается желанием сделать универсальный искусственный разум под любые задачи. При этом, когда технологии позволяют решать реальные задачи в своём домене, но оказывается, что реализация «сверхидеи» невозможна, весь путь развития ставится под сомнение.

Будем честны: сами по себе ИИ-зимы практически не оставляли после себя работающих технологий. Экспертные системы умерли, Lisp-машины обанкротились, японский проект «Пятое поколение» списан. Но зимы делали другое — убивали шум и лишние обещания. Хинтон, ЛеКун продолжали работать, когда финансирование обнулилось и «искусственный интеллект» стало стыдно произносить вслух. Результаты их работы воплощаются сейчас.

Изображение выглядит как снимок экрана, График, диаграмма Содержимое, созданное искусственным интеллектом, может быть неверным.

Индекс хайпа ИИ и скорейшего появления "сверхразума" в период с 1960 по 2025 года. Индекс определяется по количеству упоминаний в СМИ. На текущий момент уровень хайпа соответствует моментам наступления прошлых ИИ-зим.

Таким образом, «ИИ-зимы» скорее следует воспринимать, как фильтр технологий и ожиданий. Gartner проводил опросы с тем, чтобы оценить, как скоро наступит «сверхразум» AGI. Если собрать воедино количество упоминаний по годам, то можно четко проследить корреляцию увеличения числа упоминаний появления «сверхразума» с наступлением «ИИ-зимы». Но здесь нужно сделать важнейшую поправку - рынок ИИ, что в первую зимы, что во вторую был несопоставимо мал с тем, каких размеров он достиг сейчас. Об этом в следующей части.

3. AlexNet : революция на 2-х видеокартах

К 2010 году компьютерное зрение полагалось на алгоритмы, вручную спроектированные для извлечения признаков из изображений. По большей части, они следовали интуитивному подходу – тем или иным образом обработать градиент яркости через средние/дисперсии, некоторые ключевые точки. С миллионами изображений и с небольшим числом классов победители ImageNet Challenge 2010–2011 использовали комбинации этих методов с ошибкой top-5 около 25–26%. Улучшения измерялись долями процента в год.

30 сентября 2012 года на соревновании ImageNet Large Scale Visual Recognition Challenge команда из Торонто (Алекс Крижевский, Илья Суцкевер и Джеффри Хинтон) представила AlexNet — глубокую свёрточную нейронную сеть, которая разгромила конкурентов.

Метрика	AlexNet	Второе место (традиционные методы)
Top-5 error rate	15.3%	26.2%
Количество параметров	60 миллионов	~тысячи
Глубина сети	8 слоёв	1–2 слоя
Время обучения	5–6 дней на 2 GPU	Часы–дни

Успех архитектуры AlexNet случился благодаря конвергенции трёх факторов:

1. Данные: ImageNet (Fei-Fei Li, 2009) предоставила 14 млн размеченных изображений — на порядки больше, чем любой предыдущий датасет. 49,000 работников Amazon Mechanical Turk размечали изображения три года.

2. Вычисления: появление технологий распределенных вычислений на видеокартах (CUDA, 2007). GTX 580 обеспечивала ~1 TFLOPS — достаточно для обучения 60 млн параметров за неделю.

3. Алгоритмы: метод обратного распространения ошибки был известен с 1986 года, но только в AlexNet удалось его настолько успешно применить для глубоких нейросетей.

«Этот момент был символичным для мира ИИ — три фундаментальных элемента современного ИИ сошлись впервые.» — Fei-Fei Li, 2024

ПК на котором был обучен AlexNet. Современные школьники тоже своего рода разработчики ИИ.

Справедливости ради, еще и до этого триумфа Д. Хинтон и А.Крижевский исследовали применение нейросетей для классификации изображений. То есть, это не случайный щелчок, а планомерная работа на протяжении 10-20 лет.

Дальше AlexNet запустила «золотую лихорадку» в deep learning:

2013: Google приобрёл DNNresearch (компанию Хинтона, Суцкевера и Крижевского) за неизвестную сумму. Все трое перешли в Google Brain.

2014: Google приобрёл DeepMind за ~$500 млн.

2014–2015: Венчурные инвестиции в ИИ выросли с $1.7 млрд до $2.4 млрд (+41%).

К 2015 году error rate на ImageNet упал до 3.57% благодаря появлению ResNet — лучше, чем у человека (~5.1%).

4. ResNet (2015) и AlphaGo (2016): преодоление барьеров

К 2014 году стало ясно: более глубокие сети дают лучшие результаты. VGGNet (19 слоёв) улучшила AlexNet, GoogLeNet (22 слоя) — VGGNet. Но дальнейшее увеличение глубины приводило к парадоксу: сеть в 56 слоёв работала хуже, чем в 20.

Проблема была не в переобучение (training error тоже рос), а в том, что при увеличении глубины сеть не могла выучить даже тождественную функцию f(x) = x. Если x, это картинка, то при прохождении 30 слоев от неё оставался только серый шум без каких-либо преобразований. Сигнал, который шел через обратное распространение ошибки и должен был подсказывать, как изменять тот или иной вес конкретного нейрона в сети, "размывался"/"исчезал”.

4.1. ResNet: как обучить сеть в 152 слоя

Kaiming He и коллеги из Microsoft Research предложили гениально простую идею: к выходу каждого блока обработки изображения (2–3 слоя, ищущих формы/края на фото) стали добавлять изначальный сигнал , который был до преобразования. Таким образом, если все слои выключить, то в AlexNet на выходе сигнала не будет, будет шум, а в ResNet – будет изначальное изображение. Этот шаг позволил достичь точности в классификации сопоставимой с человеческой.

Модель	Глубина (слои)	Top-5 error на ImageNet	Параметры
AlexNet	8	15.3%	60M
VGGNet-19	19	7.3%	144M
GoogLeNet	22	6.7%	6.8M
ResNet-152	152	3.57%	60M
Человек	—	~5.1%	—

ResNet-152 превзошла человека на ImageNet, используя столько же параметров, сколько AlexNet, но в 19 раз глубже. Статья «Deep Residual Learning for Image Recognition» стала самой цитируемой научной работой XXI века (310,000+ цитирований к 2026).

4.2. AlphaGo: ИИ побеждает в го

Март 2016 года. Сеул. Го-чемпион мира Ли Седоль садится за доску против AlphaGo. Ставки огромны: го считалась последним бастионом человеческого интеллекта в настольных играх. В го 10^170 возможных позиций — больше, чем атомов в наблюдаемой Вселенной. Традиционные методы (перебор + эвристики) были бессильны. На разработку алгоритмов и проведение вычислений уже вложено 20-35 млн. $.

Для обучения AlphaGo использовался мегакластер. Двумя видеокартами обойтись не получилось.

DeepMind объединила несколько революционных идей:

Cеть ходов (Policy Network): Первая сеть, обученная на 30 млн позиций из партий профессионалов, предсказывала вероятности ходов. Точность на top-1: 57% — это выше, чем у большинства любителей.
Сеть оценки позиции (Value Network): Вторая сеть оценивала вероятность победы из любой позиции (±1). Это позволяло «отсекать» бесперспективные ветви поиска.
Monte Carlo Tree Search (MCTS): Классический алгоритм поиска, но вместо случайных симуляций использовались предсказания нейросетей. AlphaGo просматривала ~10^5–10^6 позиций за ход вместо 10^170.
Самообучение: после обучения на человеческих партиях AlphaGo играла сама с собой миллионы партий, постоянно улучшаясь.

Комбинация этих идей позволила доказать, что глубокое обучение в сочетании с обучением с подкреплением могут решать задачи, считавшиеся «слишком человеческими» — требующими интуиции, креативности, долгосрочного планирования. Через год AlphaZero (2017) обобщила подход: одна система научилась играть в шахматы, сёги и го на сверхчеловеческом уровне, обучаясь только на правилах (без человеческих партий). Здесь важно оговориться, что для такого формата применения ИИ самообучение оказалось возможным благодаря замкнутой среде - понятные и неизменные правила, определенные роли, отсутствие случайных событий.

После матча инвестиции в ИИ ускорились: 2015: $5 млрд, в 2016: $7 млрд, в 2017: $12 млрд (по данным CB Insights) или ~4–9% от глобальных венчурных инвестиций(источники : VC totals — KPMG Venture Pulse).

5. Трансформеры (2017): архитектура, изменившая всё

После активного успеха в классификации изображений волна использования нейросетей активно начала и другие области, в том числе – работу с текстом. К 2016 году обработка естественного языка полагалась на рекуррентные сети (RNN) и их улучшенные версии — LSTM и GRU. Эти архитектуры обрабатывали текст последовательно – слово за словом.

В такой архитектуре были проблемы, аналогичные тем, что были до появления AlexNet и ResNet в распознавании изображений:

Затухание сигнала ошибки: при длинных последовательностях (100+ токенов) градиенты исчезали, и сеть «забывала» начало текста. Помним, что до появления ResNet в классификации изображений была аналогичная проблема;
Потеря контекста: Вся информация о предложении «сжималась» в один вектор фиксированной размерности. Похожий подход использовался и до AlexNet в Fisher Vectors;
Обработка каждого слова зависела от предыдущего. Это исключало возможность параллельных процессов и обучение занимало недели.

В июне 2017 года команда Google (Ashish Vaswani et al.) опубликовала статью "Attention Is All You Need", представив архитектуру трансформера.

Вместо последовательной обработки трансформер смотрит на все токены одновременно. Для каждого токена вычисляется, насколько он «связан» со всеми остальными через матрицу внимания размером N×N (где N — длина последовательности). Это позволило одновременно обрабатывать все слова предложения, а не по очереди. Таким образом, условно, каждое «слово» получило возможность «знать» не только о «ближайших соседях», но и обо всем контексте предложения или абзаца.

Это позволило трансформерам обрабатывать все слова параллельно, а не последовательно, что ускорило обучение в разы. Механизм внимания, предложенный в статье напрямую связывает слова из начала и конца текста, решая проблему "дальних зависимостей", с которой не справлялись предыдущие решения. Наконец, архитектура легко масштабируется: больше данных и параметров дают предсказуемо лучший результат.

Трансформеры породили целое семейство моделей: GPT (генерация текста), BERT (понимание контекста), T5 (любые NLP-задачи). Сегодня это основа всех языковых моделей, включая ChatGPT.

Несмотря на изящество трансформеров, их ограничения проявились в 2024–2026 годах на сверхдлинных контекстах (1M+ токенов):

Квадратичная сложность: матрица внимания N×N требует O(N²) памяти и времени. При наивной реализации контекст в 100k токенов занимает десятки ГБ VRAM, а 1M токенов (Gemini 1.5 / Claude 3.5) — терабайты. На практике это решается различными оптимизациями, но фундаментальное ограничение остаётся.
Отсутствие общего понимания: Трансформеры — предсказатели токенов, это заложено в основе их архитектуры. Именно для этого здесь базово описана идея подхода. В них нет механизма выделения общего понимания и полноценного рассуждения.

“Большие языковые модели достигли потолка. Нам нужны общие модели с рассуждением.» — Yann LeCun, 2025

Эволюция подходов

Подводя черту под тремя техническими блоками, стоит отметить: в разных областях возникали примерно одни и те же проблемы. Разница лишь в том, где быстрее удалось собрать датасет или найти способ повысить качество обучения. Затем найденное решение перетекало из одной области в другую. Так, подходы к работе с изображениями в AlexNet и ResNet перекочевали в трансформеры. А дальше в статье вы увидите, как подход к обучению модели из AlphaGo перекочевал в процесс создания ChatGPT.

Интересно, что ключевые работы по ИИ, по словам Хинтона, были сделаны в период между 1980-ми и 2000-ми. Ещё десятилетие потребовалось, чтобы технологии догнали человеческую мысль и нашли свою реализацию. С трансформерами похожая история — статья была опубликована в 2017, но полноценное применение подход нашёл только в 2020-х с появлением GPT-моделей.

Доля статей про ИИ относительно общего числа технических статей (оранжевая линия) и число статей про ИИ (синяя линия)

Параллельно стала складываться тревожная тенденция — смещение фокуса в сторону ИИ с других технических областей. Публикация статьи о трансформерах стала отправной точкой для взрывного роста интереса к теме, а общая доля публикаций про искусственный интеллект планомерно повышалась и достигла 20% к 2025 году (по оценке Stanford AI Index в 2025. Это, во-первых, повлекло за собой избыточные ожидания, а во-вторых, лишило другие технические направления достаточного финансирования для поддержания сравнимого темпа развития. Оправдались ли ожидания от ИИ? Про это в следующем блоке.

6. Прогнозы и провалы (2013–2025): уроки истории

6.1. Автономные автомобили: 10–15 лет и десятки миллиардов

С 2010-х в беспилотные авто вложили десятки миллиардов долларов — как напрямую, так и через поглощения.

Дата	Прогноз	Автор	Реальность (2026)
2013	«90% автономного вождения за 3 года»	Илон Маск	Level 2 (assist), не автономия
2015	«Полная автономия через 3 года»	Илон Маск	Level 2 (assist), не автономия
2016	«Большинство поездок Lyft будут автономными к 2021»	Джон Циммер, CEO Lyft	Программа закрыта
2019	«Миллион роботакси к концу 2020»	Илон Маск	0 автономных машин
2024	«Robotaxi запустится в 2024»	Илон Маск	~200 машин( частично автономных)

По словам Андрея Карпаты в одном из недавних интервью, каждый шаг в повышении точности и появлении девятки в оценке качества управления, требует примерно таких же усилий, как и предыдущий. Таким образом, была глобальная недооценка скорости прогресса. Предполагалось, что с каждым шагом получение лучшего результата будет занимать меньше времени. Однако шаг от 99,9% к 99,99% точности был такой же по трудозатратам, как и от 99% к 99,9%.

Cruise (GM)

GM купил Cruise в 2016 году «более чем за 1 млрд $» и за 2016–2024 годы вложил в проект свыше 10 млрд $ операционных расходов.

В итоге, выручка оказалась менее 0,5 млрд $. В 2024-м GM объявил о прекращении финансирования Cruise, ожидания экономии ~1 млрд $ в год не оправдались. По сути, почти все вложения списаны.

Uber ATG, Argo AI и др.

Uber, Ford, VW и другие сформировали отдельные подразделения (Uber ATG, Argo AI), но затем продали или закрыли их, после смертельной аварии и отсутствия понятной бизнес-модели. Этот безумный бум роботакси сжег совокупные инвестиции крупных игроков (Uber, Ford, VW, Toyota, Baidu и др.) в AV-направление на 20–30 млрд $ за десятилетие.

Китай

В Китае Baidu, Alibaba (Banma Network), Pony.ai и др. получили многомиллиардное финансирование. При этом большинство игроков до сих пор убыточны и не имеют устойчивой выручки, что открыто признаётся в аналитике по рынку.

Индия / Европа

В Индии и ЕС делались ставки на автономные такси в ограниченных зонах, но типичный масштаб — сотни миллионов, а не миллиарды (например, голландский WePod, французские Navya/EasyMile). Многие пилоты свернуты или заморожены из-за стоимости и регуляторных барьеров.

Автопилот Теслы попал не туда.

Общая сводная таблица со сравнением кампаний будет выглядеть следующим образом:

Сервис	Страна	Флот (авто)	Поездки (год)	Выручка (2025)	Статус
Waymo	США	2,500	14–15 млн	$286–400 млн	Быстрый рост, прибыльность ≈2027
Baidu Apollo Go	Китай	1,000+	17+ млн	$280 млн	Близко к прибыльности
Pony.ai	Китай	720	3–4 млн*	$35.4 млн (H1)	Быстрейший рост на фокусе (300% YoY)
WeRide [1] , [2]	Китай + мир	1,600	2–3 млн*	$27.9 млн (Q2+Q3), $60+ млн (год)	Диверсификация (такси, автобусы, грузовики)
Cruise (GM)	США	<400**	<1 млн	Не раскрыто	Заморожен
Zoox (Amazon)	США	Тестирование	Тестирование	$0 (коммерчески)	Запуск в 2026 (Лас-Вегас)
Tesla Robotaxi	США	~100 (прототипы)	Тестирование	$0	Объявлено, нет коммерческого сервиса

Итог: к 2026 году реально коммерчески работает лишь пара игроков уровня Waymo с ограниченным покрытием городов и высокими операционными затратами. Большая часть инвестиций в «роботакси к 2020» в США уже списана, а Tesla всё ещё находится на уровне ассистентов вождения (Level 2). Те спустя 13 лет не появилось прибыльного и полноценного сервиса, при этом расходы на отрасль составили порядка 50-100 млрд, а выручка - до 2 млрд суммарно.

Здесь нет посыла, что роботакси это мертвая ветвь эволюции ИИ. Потребность есть, в какой-то момент она найдёт свою реализацию, но не так быстро, как каждый год обещают(сейчас MorganStanley обещает к 2030 году).

6.2. Медицинская диагностика: радиологи на месте, стартапы — нет

Фразу Хинтона 2016 года про «бессмысленно обучать радиологов через 5 лет» сейчас чаще приводят как пример переоценки AI.

По отчётам ImagingWire и рынка AI-изображений, к 2024 году глобальный рынок AI для медицинской визуализации оценивался примерно в 1,3 млрд $, при этом венчурное финансирование в 2021–2022 годах составляло сотни миллионов в год (815 млн $ в 2021, 615 млн $ в 2022).

С 2016 по 2025 совокупные венчурные вливания в «AI-радиологию» можно грубо оценить в 5–7 млрд $ (множество раундов по 10–100 млн $ у десятков компаний). Отдельный вопрос на что рассчитывали инвесторы, когда объем вложенных средств уже несколько раз превышал объем рынка, а реальных результатов в ближайшей перспективе ожидать не приходилось.

Значительную долю денег получили 10–20 лидеров (Aidoc, Viz.ai, Cleerly, Qure.ai и др.), но сотни мелких компаний не вышли на рынок и фактически «сгорели».

Реалистичная оценка: 70–80% инвестиций в стартапы так или иначе не окупились.

Крупные знаковые провалы:

IBM Watson Health — инвестиции в платформу и сделки (Truven, Merge) оценивались прессой в несколько миллиардов; к 2022 году IBM продала основную часть Watson Health фонду Francisco Partners за ≈1 млрд $, что интерпретируется как списание около 2–3 млрд $ ожиданий.
Babylon Health — британский «AI-врач» с телемедициной, привлёк 600+ млн $, вышел на биржу через SPAC, а затем объявил о банкротстве и ликвидации в США в 2023 году; доля акционеров практически обнулилась.

Текущие результаты (2025–2026)
Лучшие системы ИИ в радиологии достигают точности, сравнимой с хорошим специалистом на отдельных задачах, но в реальной практике используются как инструмент поддержки, а не замены человека.

Появился неожиданный эффект: неверные рекомендации ИИ могут ухудшать решения врачей, если те им доверяют без критической проверки. И это похоронило все планы по полной автоматизации. Впрочем, такое уже происходило с медицинскими проектами до второй ИИ зимы (например, MYCIN). Снова и снова оказывается, что невозможно достичь 100% точности от машины, а появление автоматических рекомендаций повышает шансы ошибки человека. При этом так и не решён вопрос, как переложить ответственность за медицинский диагноз на ИИ.

Потери в сегменте составили $5–7 млрд венчурных инвестиций в AI-радиологию с 2016 по 2025. Из них ~70–80% ($3.5–5.6 млрд) «сгорело» — компании закрылись или не достигли коммерческого успеха. ~200–250 стартапов получили финансирование, ~150–200 (75–80%) провалились.

6.3. AGI: «через 5–30 лет» уже 60 лет подряд

Исторические обзоры прогнозов AGI показывают устойчивый паттерн: в любой момент медиана экспертных оценок ставит AGI в диапазон «через 5–30 лет», причём по мере приближения даты горизонт просто сдвигается вперёд. И в предыдущие два раза, когда время ожидания наступления AGI было минимально ( 3–5 лет), следующим шагом, было наступление «ИИ-зимы».

Классический пример: Герберт Саймон ( один из пионеров в ИИ) в 1965 году говорил, что «машины смогут делать любую работу человека через 20 лет». С тех пор прошло 60+ лет, а универсальной замены человеку - нет.

В 2010-е большинство опросов (AI100, Grace et al.) давали медиану AGI около 2060 года – это была самая скептическая оценка; к 2023–2025 годам оценки сместились к началу 2030-х, а лидеры компаний (Альтман, Амодей, Маск) часто называют ещё более агрессивные сроки.

«Программировать стало проще, справится даже ребенок» — так выглядела обложка журнала Business Insider( соврм. Bloomberg) 1991 год

Финансово прогнозирование появление AGI слабо выделяется в отдельный сегмент, но она поддерживает многомиллиардный приток капитала в базовые модели, облачные мощности и стартапы «общего ИИ». Риск здесь не в одном провале, как у Cruise или Watson, а в систематическом завышении ожиданий, которое может привести к следующей «зиме ИИ», если окупаемость массово не подтвердится.

Отдельной проблемой стоит отсутствие общепринятого понимания определения термина AGI. Если вы посмотрите последние интервью Суцкевера, Альтмана, Карпати и т.д., то каждый даёт какое-то свое определение. Таким образом, сам по себе прогноз наступления AGI подогревающий миллиардные инвестиции в сферу ИИ имеет проблему в самом главном – понимании, что же такое AGI.

6.4. Галлюцинации LLM: масштаб не лечит принципиальную проблему

Тесты на фактологических ошибках (галлюцинациях) показывают, что даже самые современные модели с «reasoning-архитектурами» сохраняют двузначный процент неверных утверждений.

GPT-3.5 уменьшил частоту явных галлюцинаций по сравнению с GPT-3, GPT-4 — ещё немного, но при этом способность уверенно «выдумывать» выглядит даже сильнее.
Специализированные модели рассуждений (o1, o3, o4-mini и аналоги у конкурентов) демонстрируют на некоторых бенчмарках выше долю убедительных, но ложных объяснений, чем более простые модели. Это заметно и в исследованиях по безопасности и в оценках стартапов, строящих продукты поверх LLM.

Здесь нет грандиозных единичных банкротств уровня Cruise или Watson, но есть массовый риск: компании, которые предполагают, что «достаточно чуть улучшить модель — и галлюцинации исчезнут», могут ошибаться на уровне архитектуры и бизнес-плана. Это особенно критично в медицине, финтехе и праве, где цена ошибки высока.

Сводная таблица по проценту галлюцинации приведена ниже для простых и сложных задач:

Модель	Год оценки	Суммаризация короткого текста	Сложные рассуждения
GPT-3.5	2025–2026	1.9%	60%
GPT-4	2025–2026	1.8%	20.8%
o1 (reasoning)	2025–2026	2.4%	33.1%
o3	2025–2026	6.8%	37.3%
o4-mini	2025–2026	4.6%	23.4%
Opus 4.5	2025–2026	10.1%	43.1%
Opus 4.6	2025–2026	4.4%	44.3%
ChatGPT 5.1	2025–2026	1.2%	35.3%

7.5 Нетривиальные кейсы вне США

Китай: автономное вождение и «умные города»

Крупные китайские игроки (Baidu Apollo, Alibaba-Banma, Pony.ai и др.) получили многомиллиардные гос- и частные инвестиции, но большинство из них далеко от прибыльности. Многие проекты «умных дорог» и V2X-инфраструктуры требуют постоянных субсидий; корректировки стратегий и смены менеджмента (как в Banma) показывают, что ожидания 2015–2018 годов по быстрой окупаемости не оправдались.

Индия: healthtech и «AI для миллиардов»

В Индии десятки стартапов пытались строить AI-телемедицину, диагностику и wellness-сервисы. Из-за низкой платёжеспособности населения, высокой доли оплаты из кармана и отсутствия страхового покрытия многие модели не масштабировались — компании вроде Portea, HealthifyMe и ряда геномных сервисов столкнулись с тем, что «AI-инновация» не компенсирует слабую бизнес-экономику. Массовых публичных банкротств уровня Babylon меньше, но типична картина: раунды на десятки миллионов, затем сворачивание экспериментов или перезапуск в другом формате.

Европа: цифровое здравоохранение и gov-AI

В ЕС значительная часть AI-проектов финансировалась как гос-инициативы: электронные карты здоровья, диагностические помощники, предсказательная аналитика в госпиталях. Отчёты Счётных палат нескольких стран указывают на недостижение KPI по экономии и точности, но проекты редко закрываются полностью — их «тихо» переводят в режим пилотов или рефакторинга, списывая сотни миллионов евро.

7. Эпоха ChatGPT (2022–2025)

30 ноября 2022 года OpenAI выпустила ChatGPT — интерфейс к языковой модели GPT-3.5 с обучением с подкреплением на человеческой обратной связи (RLHF). Выход этого сервиса поставил рекорд потребительского приложения. ChatGPT набрал 100 млн пользователей за 2 месяца, ранее TikTok понадобилось 9 месяцев, Instagram — 2.5 года.

При этом сам по себе ChatGPT не был архитектурной революцией вроде AlexNet или трансформеров. Это эволюционное улучшение трансформерной архитектуры, представленной в 2017 . Трансформер состоял из энкодера (анализ входа) и декодера (генерация выхода), с несколькими слоями внимания и простыми полносвязными сетями. Параметры — всего 65 миллионов, данные — параллельные предложения на разных языках.

7.1 Архитектурная трансформация

В 2018 году OpenAI выпустила GPT-1, первую Generative Pre-trained Transformer. Трансформеры отлично подходили под задачу перевода текста, когда весь контекст был известен заранее. У OpenAI была иная задача – глобально требовалось на основе запроса (промта) «создавать» ответ. То есть весь контекст не был известен заранее. Первым шагом по решению этой глобальной задачи было нахождение следующего наиболее вероятного слова в предложении, чтобы была возможность именно генерировать текст. В изначальную архитектуру трансформеров принятый на вход контекст специальным образом маркировался. За это отвечал декодер. В задаче предсказания следующего слова это оказалось лишним. Такое упрощение – взять только декодер и убрать энкодер позволило переориентировать обучение: вместо перевода модель просто предсказывала следующее слово в предложении на огромном корпусе текстов из интернета и книг.

Параметры выросли до 117 миллионов, что позволило модели лучше понимать контекст. Также, ценной идеей стало двухэтапное обучение: сначала претренинг на сырых текстах для общего знания языка, потом тонкая настройка на конкретные задачи вроде классификации или вопросов-ответов. GPT-1 показал, что такая модель может решать задачи без специальной подготовки.

К 2019 году вышел GPT-2, где основной упор сделали именно на масштабирование. Параметры взлетели до 1,5 миллиарда — в 12 раз больше, данные — специально собранный WebText из 8 миллионов качественных веб-страниц, чтобы избежать мусора. Архитектура осталась той же, но больше параметров дало навык обобщения: модель генерировала длинные связные тексты, стихи, даже новости, без явного обучения на этом. Появились проблемы — слишком убедительные фейки, поэтому OpenAI сначала не выпустила полную версию. Модель стала справляться с задачами вроде суммаризации или перевода просто по описанию.

GPT-3 стал настоящим гигантом с 175 миллиардами параметров — рост в 100 раз. Данные расширили до смеси Common Crawl, книг и Википедии, около 500 миллиардов токенов. Модель стала обучаться глубже. Это открыло новые возможности — простая арифметика, кодинг, вопросы-ответы, даже простая логика. Вычисления были колоссальными, инфраструктура на суперкомпьютерах. Минусы: модель оставалась многословной, иногда вредной, не всегда следовала инструкциям четко.

Наконец, GPT-3.5 в 2022 году, основа ChatGPT, не увеличила параметры — осталась около 175 миллиардов, но радикально изменился подход к управлению процессом генерации ответов.

Четыре шага в процессе обучения:

Предобучение (Pretraining) – цель – предсказывать следующее слово, мы его помним еще из GPT-1, только объём данных гораздо больше. Обучение идет на кластерах из тысяч видеокарт типа A100 месяцами, с затратами в сотни миллионов долларов на вычисления. В итоге получается мощная модель, которая генерирует похожий на человеческий текст, но часто болтлива, повторяется или выдумывает факты — галлюцинирует.
Контролируемое дообучение, оно же обучение с учителем (Supervised Fine-Tuning). Если вы еще не потеряли общий контекст статьи, выше упоминался AlphaGo, одной из особенностей которого было использование в процессе обучения данных из реальных партий, сыгранных с живыми людьми. Аналогичным образом, поступили и для ChatGPT. Живые люди на основе реальных запросов из API OpenAI пишут тысячи примеров в формате «запрос + желаемый ответ». Модель учится копировать эти примеры. Второй этап длится часы-дни и требует в 100–1000 раз меньше вычислений, чем первый (претренинг), который занимает месяцы. Проблема в том, что сборка датасета из правильных «вопросов-ответов» занимала те же месяцы. Отдельно стоит вопрос, как на один вопрос дать наиболее правильный ответ, если в ее базе «вопросов-ответов» есть несколько подходящих вариантов. Для этого есть 3-й шаг.

Обучение с вознаграждением (Reward Model Training). Люди берут промпты из предыдущего шага, модель генерирует несколько вариантов ответов, и проверяющие ранжируют их: этот лучше, чем тот. На основе этих ранжирований обучают отдельную сеть — клон основной модели с дополнительным слоем в конце, которая выдает число от нуля до единицы, показывающее, насколько ответ хорош по критериям полезности, честности и безвредности. Третий этап (обучение модели вознаграждения, RM) длится часы и требует ~0.01% вычислений от претренинга.

Наконец, обучение с подкреплением на основе человеческой обратной связи (Reinforcement Learning from Human Feedback), с использованием алгоритма PPO. Этот шаг можно тоже ассоциировать с процессом обучения AlphaZero. В подходе было три роли – игрок (здесь сама модель), судья (здесь модель вознаграждения, оценивающая качество ответа) и тренер, который помогает игроку учиться на своих ходах (здесь – алгоритм PPO). Цель сыграть много игр, оценивая качество каждого хода в каждой игре, выбрать лучшие действия в каждой игре и скорректировать веса в модели, чтобы следующую игру сыграть лучше. Только для языковой модели вместо игр были "диалоги", а результат общения оценивался не победой, а субъективной человеческой оценкой качества общения.

Комбинация этих шагов оказалась настолько удачной, что позволила выйти модели из лабораторий в массы, показав, что масштабирование плюс человеческая обратная связь творят чудеса.

7.2 Бум инвестиций

В итоге ChatGPT запустил сумасшедшую гонку инвестиций, проектов и прогнозов. На тот момент не было однозначно понятно, какая бизнес-модель будет оптимальной для такого рода сервисов, но понятно, что такой интерес со стороны пользователей явно откликается на запрос потребителя + именно обучение на пользовательском опыте дало шаг вперед в качестве работы модели, поэтому цель удержать и привлечь пользователей оказалось основной идеологической задачей конкурентов, чтобы как-то обеспечить жизнеспособность моделей.

Компания	Ответ на ChatGPT	Инвестиции/ресурсы( к 2025)
Google	Bard (март 2023) → Gemini (декабрь 2023)	$85+ млрд в инфраструктуру
Microsoft	Bing Chat + Copilot	$80+ млрд OpenAI + инфраструктура
Meta	LLaMA (открытая модель)	$70-72 млрд в Scale AI
Anthropic	Claude	$27,5+ млрд
Китай	Ernie Bot (Baidu), DeepSeek	$125+ млрд государственных инвестиций ( 2025)

К 2025 году 50% всех венчурных инвестиций в мире ($259-270 млрд из ~$427-513 млрд) пошли в ИИ. OpenAI достигла оценки $500 млрд — в топ-5 дорогих частных компаний в мире в истории. Рынок ИИ оценивается 0.3–1.3% от мирового ВВП в зависимости от методики подсчёта.

Посмотрите цифры, в ИИ в 2025 году было инвестировано в 2-4 раза больше, чем за все время было инвестировано в развитие беспилотных машин за десятилетие.

8. Почему LLM – это технологическая ловушка

Проблема 1: Монокультура исследований

Почти все ресурсы ушли в LLM. Альтернативные направления (символический ИИ, нейросимволическая интеграция, общие модели) недофинансированы. Это создало избыточный фокус и ожидание от технологий.

«Мы кладём все яйца в одну корзину. Если LLM упрутся в стену, у нас нет плана Б.» — Исследователь DeepMind

Проблема 2: Фундаментальные ограничения

Галлюцинации: Компании в действительности не исправляются масштабированием. o3 галлюцинирует в 33% случаев — это не баг, а следствие архитектуры, предсказывающей «вероятный» следующий токен.

Отсутствие «сознания»: LLM не «думают» — они статистически интерполируют обучающие данные. Исследования UC Berkeley (2024) показали: трансформеры доказуемо не могут решать композиционные задачи сложности выше O(n).

Потолок данных: Человечество производит ~100 трлн токенов текста в год. LLM уже обучены на большей части качественного интернета. Синтетические данные (обучение на выходах других LLM) приводят к «коллапсу модели». В случае с AlphaZero обучение на играх с самим собой давало результат за счёт ограниченных и понятных правил сред – правил самой игры. Таким образом, каждое действие или каждый шаг можно по результатам игры оценить, определить, как верный или неверный и внести изменения в модель. В случае работы с текстом такой подход применим в рамках задач по написанию кода или математическим расчётам, где также возможно проверить результат. В других задачах, начиная с написания шуток и так далее, этот подход не позволяет ощутимо повысить качество ответа.

Проблема 3: Недостаточный ROI

Последнее время часто слышим, что есть проблема с возвратом вложенных средств.

Во-первых, напомню, как считается ROI. Формула та же, что в обычных инвестициях:

ROI = (Выручка от ИИ-Затраты на ИИ) / Затраты на ИИ

Выручка: дополнительная выручка (новые продукты, подписки, реклама), экономия затрат (меньше людей, меньше ошибок, выше скорость).
Затраты: обучение моделей (compute), инференс (GPU, энергия), лицензии, разработчики, интеграция, поддержка и т.д.

Скрытый текст

Компания тратит 10 млн в год на внедрение ИИ, а экономит и зарабатывает сверху 15 млн. Тогда ROI = (15–10)/10 = 0.5.

Если с этим понятно, то ниже таблица с ориентировочными цифрами по зартатам, выручке и roi по компаниям, которые обычно на слуху:

Компания/Сектор	Затраты 2025, млрд $	Выручка 2025, млрд $	ROI
OpenAI	15–20	12–15	- 0.25–0.
Anthropic	6–8	5–7	-0.3–0x
xAI	20–25	0.5–1	- 0.98–0.95x
Big 5 Hyperscalers (MSFT/AMZN/GOOG/Meta/Oracle)	443	100–150	-0.77–0.66x
DeepSeek	1.5–1.6	1–1.5	0.0-0.4x
Yandex/YandexGPT	0.8–1.2	0.15–0.3	- 0.88–0.63x
Qwen (Alibaba)	3–5	1–2	- 0.8–0.3x
Глобальный AI	500–600	37–50	- 0.93–0.9x

“Электростанция будущего” от OpenAI

У OpenAI две связанные проблемы: очень дорогая инфраструктура и «агрессивный рост»:

Затраты - OpenAI взяла курс на вертикальную интеграцию: свои дата-центры, огромные контракты на облако, долгосрочные соглашения по чипам и энергии. Контракт с Oracle примерно на 300 млрд долларов на гарантированный объем вычислений на 5 лет с 2027 года до 2030 года, плюс планы на триллион+ по всему стеку (чипы, дата-центры, электричество). Это фиксированные расходы на годы вперёд. Интересно, что не всегда это просто деньги, в некоторых случаях, это некоторые обязательства по объёму вычислений. Подробнее можно прочитать здесь.

Выручка уже большая (порядка 20 млрд в год к концу 2025), но обязательства по инфраструктуре и R&D растут ещё быстрее, поэтому прогнозируются огромные годовые убытки (десятки миллиардов до конца десятилетия).

Иначе говоря, OpenAI строит сильно в долг, рассчитывая, что потом сможет продавать ИИ-услуги всему миру. OpenAI — это «стройка скоростной магистрали за свой счёт». Вопрос в том, какая текущая бизнес-модель окупит вложенные инвестиции, если за 10 лет нужно вернуть х70 от вложенных средств без учёта операционных затрат.

Почему у Anthropic нет таких долгов

Anthropic выбрала почти противоположную стратегию:

Затраты - компания не строит собственные гигантские дата-центры и не подписывает многосотмиллиардные сделки на вычисления. Вместо этого опирается на мощности партнёров (Google Cloud, AWS) и берёт услуги «по подписке», а не «в кредит на 30 лет».
Основной фокус — корпоративные клиенты: 70–80% выручки от B2B-контрактов (банки, страховые, крупные IT-компании), а не от огромного бесплатного потребительского трафика, как у OpenAI.
Модель: меньше capex, больше «операционная» выручка, линейная зависимость дохода от нагрузки. Поэтому ожидается выход в ноль уже к 2028 году, без чудовищных долговых обязательств.
Anthropic — «платный сервис поверх уже построенных дорог облаков».

Быки ИИ

Для компаний, таких как Oracle, Google, Microsoft AI, Amazon Web Services, Meta доход от LLM, как OpenAI и Anthropic, не является какой-то отдельной частью, поэтому по ним ROI считается по всем сервисам, в которых в том или ином виде есть AI. В таблице они объединены в Big 5 Hyperscalers. Именно они обеспечивают основной CAPEX в этой сфере. Каждый зарабатывает, как на том, что повышает эффективность работы собственных сервисов при помощи ИИ, так и на том, что предоставляет мощности для компаний разработчиков ИИ.

Текущие цифры показывают структурный дефицит:

Big 5 Hyperscalers (Amazon, Microsoft, Google, Meta, Oracle): $443 млрд capex 2025 в следующем году станет $602–665 млрд. Прогнозируем AI-выручка: $100–150 млрд. ROI всего 0.23–0.67x.
Лидеры (Google, OpenAI) зарабатывают, но с убытками на операционные затраты.
Outsider'ы (DeepSeek) ломают модель за счёт повышения эффективности работы самих моделей, а не масштабирования инфраструктуры.

70–80% capex — фундаментальная (новые дата-центры, GPU под GPT-6/Gemini 3).

По оценкам Goldman Sachs, индустрии ИИ нужно генерировать $2 трлн выручки к 2030 году, чтобы оправдать текущие инвестиции. Сейчас — $50 млрд чистым не считая косвенную выручку от связанных с ИИ сервисов у Meta, Apple и других игроков. Разрыв в 54 раза!

«Мы в фазе, когда инвесторы перевозбуждены? По моему мнению, да.» — Сэм Альтман, CEO OpenAI, 2025

При этом, как отмечает глава Anthropic Дарио Амодей выход новых моделей экспоненциально повышает нагрузку на сеть, не снижает её :

«Каждый новый релиз Claude (Opus 4.5 → 4.6) увеличивает ожидания пользователей. Модель решает задачи, которые раньше казались невозможными, — и сразу появляются новые, ещё сложнее. Это не линейный рост, а экспоненциальный: с Opus 4.6 число запросов выросло в 10 раз за 3 недели, вычислительная нагрузка — в 25 раз.» - Дарио Амодей, январь 2026, CNBC

Если число запросов возросло, то и ожидаемая выручка также должна возрасти…, верно?

Проблема 4: Тупик развития

К началу 2026 года скопились тревожные сигналы:

Крупные научные организации начали выпускать отчет о низкой конверсии проектов в прибыльные. Например, MIT/NANDA (август 2025): «95% организаций не получают отдачи от GenAI» — несмотря на $30–40 млрд инвестиций.
Постоянно выходят предупреждения видных экспертов о высоком риске потерь инвестиций:
1. Ray Dalio (Bridgewater): “Очень похоже на dot-com пузырь”.
2. Jamie Dimon (JP Morgan): «Много денег будет потеряно».
3. Bank of England: Предупреждение о «системном риске» из-за переоценки AI-компаний.
DeepSeek шок (январь 2025): Китайский стартап выпустил DeepSeek V3 — модель уровня GPT‑4o mini за реальные затраты ~$100–160 млн (включая pretrain и R&D, заявлено $5.6 млн только за финальную доработку vs $100–500 млн за GPT‑4). Акции NVIDIA упали на 17% за день. Капитализация компании снизилась до –$589 млрд, крупнейшее падение в истории. Качество близкое к GPT-4, но ниже на сложных логических задачах. Это с лихвой компенсировалось прорывом в эффективности, так как генерировать ответы стало примерно в 80 раз дешевле.

Почему DeepSeek оказался дешевле?

DeepSeek V3 сделал следующий шаг в эволюции архитектур, внедрив Mixture of Experts (MoE). Если стандартные Decoder-only модели (как GPT-3) при каждом запросе "прокручивают" все свои параметры, то MoE-модель активирует лишь узкую группу специализированных нейросетей-экспертов. Это позволило DeepSeek иметь 671 млрд параметров "на борту", но использовать для каждого ответа лишь 37 млрд. Именно этот инженерный подход объясняет, как модель за $5.6 млн смогла обойти гигантов, стоивших в десятки раз дороже.

На рисунке (а) показан уровень MoE с традиционной стратегией маршрутизации top-2. На рисунке (б) показана детализированная стратегия сегментации экспертов. Далее, рисунок (c) демонстрирует интеграцию стратегии коллективной экспертной изоляции, которая составляет полную архитектуру DeepSeekMoE. Примечательно, что в этих трех архитектурах количество экспертных параметров и вычислительные затраты остаются неизменными.

Успех DeepSeek в снижении затрат на обучение и инференс создает прямую иллюстрацию парадокса Джевонса. Согласно ему, технологический прогресс, повышающий эффективность использования ресурса (в данном случае — вычислительной мощности), не ведет к снижению его общего потребления. Напротив, резкое падение cost-per-token делает ИИ доступным для миллионов новых задач, что в конечном итоге может спровоцировать еще больший дефицит чипов и рост энергопотребления из-за взрывного масштабирования использования агентов

В совокупности причин возник прецедент отражающий риск, что крупные компании выбрали неоптимальный путь развития технологий. Есть вероятность, что возможно найти решения, которые на порядки окажутся эффективнее. Отсюда, риск, что все инвестиции в инфраструктуру, которые на текущий момент составляют порядка 75% от CAPEX окажутся не нужны. Аналогичное событие - резкое появление дешевых компьюетров - стало одной из причин второй ИИ-зимы. С другой стороны, если ИИ компаниям удастся сделать сочетание низкой себестоимости модели с высокими тарифами на API ~~(когда программисты закончатся и кодить будет некому)~~, то сорвут немыслимый джекпот.

9. Заключение

За 70 лет искусственный интеллект пережил два полноценных краха. Каждый раз паттерн повторялся: впечатляющие демонстрации → экстраполяция на «общий интеллект» → столкновение с фундаментальными ограничениями → зима → новый прорыв.

Напрашивается резонный вопрос — завтра всё снова рухнет, как дважды до этого, или наступила какая-то новая фаза, которую мы не встречали ранее? Однозначного ответа нет, но есть цифры. В 1980-х весь рынок ИИ составлял $1–2 млрд, а потерянные инвестиции обожгли только десятки компаний. Сегодня — $500 млрд совокупных вложений в год при выручке $37–50 млрд, При этом доля ИИ в мировом ВВП выросла в десятки раз. Масштаб применения другой.

Помимо финансовых показателей, есть и историческая последовательность. Наступление "зим" и банкротств компаний не происходило по вине технологий — а по вине ожиданий. В машины закладывали правила доказательства математических теорем, а ожидали от них человеческого интеллекта через 20 лет. В модели закладывают предсказание следующего токена/слова, а ожидают от них сверхразума через 3 года. Но разве без сверхразума эти модели бесполезны?

Из статьи не следует, что третья зима неизбежна. Но не следует и то, что она невозможна. Принципиальное отличие от прошлых циклов это масштаб внедрения: технология уже встроена в повседневные продукты сотен миллионов людей, а не ограничена корпоративными пилотами. Технологии уже работают, обычные люди уже используют их каждый день. Компании, вкладывающие миллиарды без текущей прибыли, делают ставку на то, что ИИ станет такой же базовой инфраструктурой, как облака или интернет, — и что опоздавшие не смогут догнать. Это не безумие — Amazon 9 лет реинвестировал всю выручку в рост, оставаясь убыточным. Ozon шёл тем же путём 27 лет. Сейчас это титаны своих рынков. Другие верили в роботакси и сожгли 30 млрд $ за десятилетие, так и не получив результата.

Пусть вас не останавливает хайп и предубеждения. ИИ будет развиваться и дальше — он уже доказал свою применимость. Но компании, оказавшиеся на поводу у несбыточных ожиданий, сгорят. Гонку выиграет не самый быстрый, а самый гибкий.

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24 февр. 2026 г.

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13.12.25 15:29 Anthonymorphy30

⬛️ ARE YOU SEEKING TO RECOVER YOUR LOST FUNDS FROM INVESTMENT/TRADING SCAM OR ROMANCE SCAM??? OR YOU NEED LEGIT HACKING SERVICES SUCH AS PHONE HACK, WEBSITE HACK AND MORE????? TAKE YOUR TIME TO READ ⬛️ ⬛️ We have received numerous complaints of fraud associated with Romance Scam, websites that offers opportunities for Capital Investments, bitcoin investments and Trading on an Internet-based trading platforms. Most Of theese complaints falls into these theee categories: 1. 🔘Refusal to credit customers accounts or reimburse funds to customers: These complaints typically involves customers who have deposited money into their trading or investment account and eventually got deprived from withdrawing their capital and profits by the trading platforms. 2. 🔘Manipulation of software to generate losing trades: These complaints alleged that the Internet-based Investment and trading platforms manipulate the trading software to distort the Trading prices and payouts in order to ensure that the trade results in a Loss. 3. 🔘 Romance Scam where a scammer pretends to have romantic interest in someone to gain their trust—and then uses that trust to steal money or personal information. ⬛️ Most people have lost their hard earned money through these types of Scams but don’t know how to get a Legitimate Funds Recovery Expert. Truth be told, the only Specialists that is capable of retrieving your lost funds to these scams are Team of professional hackers and cyber forensic experts and this is where FUNDS RETRIEVAL PANEL comes in. FUNDS RETRIEVAL PANEL is an amalgamation of top notch Hackers, Cyber forensic Experts, Software Engineers and Backend Gurus who are dedicated to helping victims retrieve their Lost funds from online scams and frauds. We are the Leading Funds Recovery Expert who know various Retrieval Techniques and Strategies that suits different scenarios of Scam. With years of experience in the financial and tech sectors, we are the trusted solution for individuals looking to recover lost money. CONTACT US NOW to schedule your free consultation and start the process of recovering your funds. 🌍 www.fundsretrievalpanel.com 🌍 📩 [email protected]✉️ ☑️ We Also have a segregated Department that focuses on other LEGIT HACKING SERVICES SUCH AS: ▪️ PHONE HACKING & CLONING : very useful for getting evidence from someone else’s phone by gaining full access to all they do on their phones. ▪️ WEBSITE AND DATABASE HACKING 💻 ▪️ SOCIAL MEDIA ACCOUNTS HACKING 📱 ▪️LOCATION TRACKING 📌 CONTACT: 📩 [email protected]
13.12.25 18:52 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
13.12.25 18:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 12:12 Anthony Irvin

I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page
18.12.25 13:24 Regency Victorian

I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page
18.12.25 20:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 20:55 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 21:02 James Robert

This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101
18.12.25 21:02 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
20.12.25 16:03 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
06.01.26 00:54 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 15:05 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:06 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.
06.01.26 16:07 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:14 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 17:03 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. http://www.solidblockforensics.com
09.01.26 17:11 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
10.01.26 14:28 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
11.01.26 03:16 austinjarvis

I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now.
12.01.26 16:24 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
19.01.26 13:04 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
19.01.26 13:05 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
19.01.26 15:53 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
22.01.26 07:48 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
22.01.26 07:50 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
22.01.26 10:42 Tonerdomark

I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.
22.01.26 19:25 Angela_Moore

Help to recover money from elon musk giveaway scam I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.
23.01.26 07:35 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
23.01.26 07:35 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
26.01.26 10:36 alksnismareks

It all started when I decided to explore online trading as a way to grow my savings. Like many, I trusted what appeared to be a legitimate platform, only to find myself trapped in a nightmare. After making consistent trades and finally deciding to withdraw my profits, I was met with silence. My account was suddenly restricted—no warning, no explanation. Every attempt to contact the broker went unanswered or was met with vague, dismissive replies. For three long, agonizing months, I lived in uncertainty. I couldn’t sleep at night. I replayed every email, every transaction, wondering if I’d made a mistake. But deep down, I knew the truth: I hadn’t done anything wrong. The broker had simply decided to lock me out and keep my money. During that time, I felt completely powerless—like I was shouting into a void. The stress affected my health, my relationships, and my ability to focus on anything else. There were days I truly believed that $167,000 was gone forever, lost to the shadows of the unregulated online trading world. I even began to accept it as a painful lesson—one that would cost me dearly but might teach me to be more cautious in the future. But something inside me refused to surrender completely. That’s when I discovered TechY Force Cyber Retrieval. At first, I was cautious—after being scammed once, I didn’t want to fall victim again. But everything about TechY Force felt different. They were transparent from the start. No grand promises, no pressure tactics. Just clear, professional communication and a deep understanding of how these fraudulent brokers operate. Most importantly, they are a licensed specialist in binary options and forex fund recovery, which gave me the confidence to move forward. From our very first consultation, their team treated my case with urgency and empathy. They walked me through the entire process, explained the legal and technical avenues available, and assured me they would handle every detail. They collected documentation, analyzed transaction trails, and engaged directly with the payment processors and the broker using precise, strategic methods I never could have navigated on my own. What happened next was nothing short of miraculous. Within weeks, the broker—who had ignored me for months—began responding. And then, without any further drama or delays, my full $167,000 USD was returned to me. No deductions. No hidden fees. Just clean, complete recovery. The relief I felt was indescribable. It wasn’t just about the money—it was about reclaiming control, restoring trust, and proving that even in the face of deception, there are still good people who fight for what’s right. If you’ve been locked out of your trading account, scammed by a fake investment platform, or had your funds unjustly withheld, please know this: you are not alone, and your money may not be lost forever. Thanks to TechY Force Cyber Retrieval, I got my life back. Their expertise, integrity, and unwavering commitment turned my despair into deliverance. I cannot recommend them highly enough. To anyone reading this in distress: don’t give up. Reach out. Take that step. Because if someone like me—broken, doubtful, and nearly hopeless—can recover every dollar… so can you. WhatsApp them + 156 172 63 697 With heartfelt thanks and renewed hope, — A Recovered and Grateful Client
26.01.26 23:21 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
26.01.26 23:21 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
26.01.26 23:21 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
27.01.26 01:18 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
27.01.26 01:19 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
27.01.26 09:29 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
27.01.26 09:29 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
27.01.26 09:32 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
29.01.26 05:03 joyo

The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
30.01.26 08:23 joseph67t

It's a joy to write this review. Since I began working with Marie at the beginning of 2018, the service has been outstanding. Hackers stole my monies, and I was frightened about how I would get them back. I didn't know where to begin, consequently it was a nightmare for me. But once my friend told me about ([email protected] and whatsap:+1 7127594675), things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading on Binance again!
31.01.26 00:55 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
31.01.26 00:55 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
02.02.26 18:52 Christopherbelle

Sylvester Bryant is a top crypto recovery agent! Then I contacted them with my story that i have been scammed. It took time, yet my stolen crypto was recovered . Need help? Reach out to Sylvester on WhatsApp at +1 512 577 7957 or +44 7428 662701. Or email yt7cracker@gmail . com.
03.02.26 08:05 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
03.02.26 08:05 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
04.02.26 16:23 borutaralf

GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101
04.02.26 16:24 borutaralf

GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101
04.02.26 17:11 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.02.26 12:07 Thomas Muller

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05.02.26 15:46 feliciabotezatu

Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms - Wallet hacks and unauthorized transactions - Forgotten passwords, seed phrases, or corrupted backups - Inaccessible hardware or software wallets Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work 1. Confidential Case Review Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution Depending on your case, we: - Reconstruct access to locked wallets using secure decryption methods - Engage with exchanges or payment processors to freeze or retrieve funds - Provide forensic reports to support legal or compliance actions - Negotiate with third parties when appropriate and safe 4. Secure Return & Prevention Advice Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR? No Recovery, No Fee – You only pay upon successful retrieval Legitimate & Transparent – No upfront payments, no hidden costs Global Expertise – Proven success across 50+ countries Ethical Standards – All actions comply with cybersecurity and privacy best practices While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto. Act now—before critical evidence disappears. 📧 Email: [email protected] 🌐 Visit: Official https://techyforcecyberretrieval.com Website] 🕒 Available 24/7 for urgent cases Your crypto may be missing—but with TFCR, it’s never truly lost. ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.
05.02.26 15:52 harryjones5

How Can I Contact a Cryptocurrency Recovery Company? Visit iFORCE HACKER RECOVERY I realize how volatile and thrilling cryptocurrency can be. After joining a Telegram-based service, I made consistent profits for six months before unexpected faults deprived me of approximately $343,000. Withdrawal blunders, little help, and rising dread kept me stuck. I then discovered iForce Hacker Recovery from positive reviews. They replied swiftly, handled my issue professionally, and walked me through every step. My valuables were returned within a week, giving me back my confidence. I heartily recommend their dependable, professional aid services. Contact Info: Website address: htt p:// iforcehackers. co m. Email: iforcehk @ consultant .co m WhatsApp: +1 240 803-3706
06.02.26 14:44 feliciabotezatu

Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms - Wallet hacks and unauthorized transactions - Forgotten passwords, seed phrases, or corrupted backups - Inaccessible hardware or software wallets Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work 1. Confidential Case Review Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution Depending on your case, we: - Reconstruct access to locked wallets using secure decryption methods - Engage with exchanges or payment processors to freeze or retrieve funds - Provide forensic reports to support legal or compliance actions - Negotiate with third parties when appropriate and safe 4. Secure Return & Prevention Advice Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR? No Recovery, No Fee – You only pay upon successful retrieval Legitimate & Transparent – No upfront payments, no hidden costs Global Expertise – Proven success across 50+ countries Ethical Standards – All actions comply with cybersecurity and privacy best practices While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto. Act now—before critical evidence disappears. Email: [email protected] Visit: Official https://techyforcecyberretrieval.com Website] Available 24/7 for urgent cases Your crypto may be missing—but with TFCR, it’s never truly lost. ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.
07.02.26 00:44 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
07.02.26 00:44 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
07.02.26 04:43 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. http://www.solidblockforensics.com
07.02.26 17:31 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
10.02.26 23:52 frankqq

It is a pleasure to write this review. Since I began working with Marie in early 2018, the service has been outstanding. My coins were stolen by hackers, and I was afraid I wouldn't be able to recover them. It was a nightmare for me because I didn't know where to start. But after my friend told me about [email protected] and whatsapp:+1 7127594675, things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading again.
11.02.26 05:50 patricialovick86

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11.02.26 05:50 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.02.26 23:55 brouwerspatrick8

I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S APP https://wa.link/989vlf
12.02.26 23:56 brouwerspatrick8

I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S APP https://wa.link/989vlf
13.02.26 00:17 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
13.02.26 00:17 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
13.02.26 02:16 Ralf Boruta

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13.02.26 02:16 Ralf Boruta

GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101
13.02.26 18:29 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
13.02.26 18:29 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
17.02.26 23:59 Lilyfox

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18.02.26 00:01 Lilyfox

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18.02.26 03:23 walterlindahi9

This past January, my world came crashing down. I lost nearly $42,000 of my hard-earned savings to a sophisticated Solana-based crypto scam. At first, it all seemed legitimate: sleek website, professional whitepaper, even glowing testimonials from “investors.” I’d done my homework, or so I thought. The promise of high returns in a volatile market felt like my ticket to financial freedom. For the first few months, everything appeared to be working. My portfolio showed steady gains. I remember checking my wallet balance daily, feeling a mix of pride and relief. I’ve cracked the code to building real wealth. Then, without warning, the platform vanished. Wallet addresses went dead. Support channels disappeared, and my funds were gone in an instant. The emotional fallout was worse than the financial loss. Sleepless nights became the norm. Anxiety gnawed at me constantly. I replayed every decision in my head, blaming myself for being naive. I vowed never to trust anyone again, not influencers, not experts, not even my own judgment. But giving up wasn’t an option. I owed it to myself and to my future to fight back. So I began digging. I scoured Reddit threads, filed reports with blockchain analytics firms, and even contacted local authorities (though they offered little help). The more I searched, the more overwhelmed I became, lost in a labyrinth of technical jargon, dead ends, and predatory recovery services asking for upfront fees. Then, through a survivor’s forum, I stumbled upon TechY Force Cyber Retrieval. Skeptical but desperate, I reached out. What set them apart wasn’t just their expertise; it was their empathy. They didn’t make wild promises. Instead, they walked me through how crypto tracing works, what success looks like, and what realistic timelines are. No pressure. No false hope. Within weeks, their forensic team identified transaction trails linked to the scam wallet. Using on-chain analysis and coordination with exchanges, they flagged suspicious activity and initiated recovery protocols. It wasn’t magic, but it was methodical, transparent, and grounded in real blockchain intelligence. Today, I’m cautiously optimistic. While not all funds have been recovered yet, TechY Force has already secured a significant portion and, more importantly, restored my sense of agency. I’m sleeping again. I’m healing. If you’ve been scammed, know this: you’re not alone, and you’re not foolish. Crypto fraud preys on hope, but that same hope can fuel your comeback. Don’t suffer in silence. Reach out. Ask questions. And never let a scammer steal your future along with your funds. WhatsApp +1(561) 726 3697 Mail. Techyforcecyberretrieval(@)consultant(.)com Telegram (@)TechCyberforc
22.02.26 03:48 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
22.02.26 03:49 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
22.02.26 18:58 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
22.02.26 19:00 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
23.02.26 23:26 chongfook

As cryptocurrencies continue to reshape global finance in 2026, the risks have never been higher. From sophisticated phishing campaigns to fake wallet apps and investment scams, millions of investors face the devastating reality of lost or stolen digital assets. When your crypto vanishes, panic sets in—and that's when fraudsters strike again, posing as "recovery experts" to exploit your vulnerability. CONTACTS US Techyforcecyberretrieval(@)consultant(.)com https(://)techyforcecyberretrieval(.)com But there's a legitimate path forward. TECHY FORCE CYBER RETRIEVAL stands as the industry's most trusted crypto recovery company, combining advanced blockchain forensics, global partnerships, and a client-centric approach to help victims reclaim what was stolen. --- Why Recovery Is Possible—With the Right Team Cryptocurrency's decentralized, pseudonymous nature makes asset recovery complex—but not impossible. The blockchain is transparent. Every transaction leaves a trail. The challenge isn't finding the funds—it's having the expertise to follow that trail through mixers, bridges, and exchange deposits before they disappear forever. That's where TECHY FORCE CYBER RETRIEVAL excels. --- Our Proven Recovery Framework We don't believe in shortcuts, false promises, or upfront fees. Our process is built on transparency, forensic precision, and real results. Here's how we work: 1. Case Intake & Initial Assessment You begin by submitting a detailed report: compromised wallet addresses, transaction IDs, timestamps, and any communication with scammers. Our intake team reviews your case within hours to determine immediate next steps. 2. Blockchain Forensic Analysis Our specialists deploy proprietary tracking tools to map the movement of your stolen assets across multiple blockchains. We identify laundering patterns, exchange deposit addresses, and potential freezing points—building a clear investigative roadmap. 3. Global Partner Coordination Through established relationships with regulated exchanges, DeFi protocols, and compliance teams worldwide, we initiate direct communication to flag suspicious transactions and request asset freezes where legally permissible. 4. Legal & Regulatory Engagement When necessary, we collaborate with legal partners and law enforcement agencies to strengthen recovery efforts—especially in cases involving large-scale hacks or organized fraud rings. 5. Recovery Execution & Fund Return Once assets are secured, they're transferred directly to a new, secure wallet of your choice. We never hold your funds. And critically, we operate on a success-only model. You pay nothing unless we recover your assets. 6. Post-Recovery Security Guidance Recovery is only half the battle. We provide personalized recommendations to secure your remaining holdings—from hardware wallet setup to phishing awareness training—so you can move forward with confidence. --- What Sets TECHY FORCE CYBER RETRIEVAL Apart While countless "recovery services" flood the internet, few deliver legitimate results. Here's why we're consistently rated the best crypto recovery company in 2026: - Zero Upfront Fees – We only succeed when you do. No hidden charges. No bait-and-switch tactics. - Advanced Blockchain Intelligence – Our forensic tools track assets across Bitcoin, Ethereum, Solana, and 50+ other networks. - Global Reach – Partnerships with exchanges and regulatory bodies in North America, Europe, and Asia maximize recovery odds. - Client-First Communication – Weekly updates. Clear timelines. No ghosting. - Proven Track Record – Hundreds of successful recoveries in 2025–2026, with millions returned to rightful owners. --- Emerging Trends in 2026: What Victims Need to Know The threat landscape evolves constantly. This year's biggest risks include: - AI-Powered Phishing: Scammers now use deepfake voice and video to impersonate support staff. - Cross-Chain Bridge Exploits: Funds moved between networks are increasingly targeted. - Fake Recovery Services: Fraudsters pose as legitimate firms—always verify credentials before sharing information. TECHY FORCE CYBER RETRIEVAL stays ahead of these threats, continuously updating our tools and strategies to protect and serve our clients. CONTACTS US Techyforcecyberretrieval(@)consultant(.)com https(://)techyforcecyberretrieval(.)com --- Your Next Step If you've lost crypto to a scam, hack, or forgotten credentials, don't let despair—or another fraudster—steal your second chance. TECHY FORCE CYBER RETRIEVAL is accessible, transparent, and ready to help. Reach out today. Let our experts assess your case—and show you that even in 2026, stolen crypto doesn't have to stay lost forever. — TECHY FORCE CYBER RETRIEVAL Advanced Forensics. Global Reach. Your Recovery.