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Рабочие станции для ML и Data Science — как собрать сервер под столом

Рабочие станции для ML и Data Science
Рабочие станции для ML и Data Science

Внимание: опасный эксперимент! Когда я впервые решил собрать домашний ML-сервер, всё казалось простым: взять мощный ПК, всунуть две RTX 4090 – и вперед, нейросетки летят. Реальность быстро заставила меня попотеть. Оказалось, что сборка AI-фермы под столом – это совсем не то же самое, что собрать игровой ПК. Это отдельное приключение со своими подводными камнями. У меня до сих пор сохранился лёгкий тик от слова «TDP», а шрам на пальце напоминает о сгоревшем проводе. Но обо всём по порядк

Две RTX 4090? Легко сказать…

Идея поставить сразу две видеокарты RTX 4090 звучит шикарно: суммарно 48 ГБ видеопамяти, тысячи CUDA-ядер, мечта дата-сайентиста! На практике же вскрывается куча нюансов. Начнём с того, что RTX 4090 сама по себе – это 450-ваттный монстр, который в пике может жрать до 600 Вт. Две такие – это потенциально 1,2 кВт только на GPU. Добавьте горячий высокочастотный CPU, материнку, прочие компоненты – и вот вы уже питаете маленький обогреватель.

Кроме питания, есть вопрос совместимости и масштабируемости. SLI и NVLink в игровой сфере умерли (и у 4090 вообще нет NVLink-коннектора), так что две карты не сложатся магически в одну. Для задач ML их, конечно, можно задействовать параллельно (например, обучать две модели сразу или распределять батчи по картам), но объединить память двух 24-гигабайтных карт под одну огромную модель не выйдет – это вам не Tesla A100 с NVLink. К тому же, далеко не все ML-фреймворки из коробки эффективно масштабируются на мульти-GPU для каждой задачи. Новичкам бывает сюрприз: «Что, моя модель всё равно использует только одну карту?!». Нужно разбираться с DataParallel, Distributed DataParallel и прочими шутками. Впрочем, это тема для отдельного разговора.

Главное: просто вставить вторую 4090 и получить двойной профит – наивно. Вы столкнётесь с банальными физическими ограничениями. Например, размеры – современные видеокарты толщиной в три слота и длиной под 30-35 см. Не каждый корпус переварит две таких кирпичины. Плюс вес: одна 4090 весит под 2 кг, а то и больше с водоблоком. Две карты могут буквально согнуть вашу материнку без поддержки (представьте, как плата кряхтит под 4 кг металла). Словом, задача усложняется экспоненциально.

И всё же, я не хочу вас отпугнуть: две 4090 дома можно приручить. Но придётся учесть питание, охлаждение, “материнку”, корпус – обо всём этом дальше. Собираясь вставить вторую карту, я думал, это просто +1 GPU. Ха. На деле это +100 к хлопотам и +1000 к опыту.

Блок питания: 1600 Вт на обычной розетке

Первое, с чем я столкнулся – питание. Мой старый “игровой” блок на 850 Вт жалобно пиcкнул и выключился, стоило нагрузить две карты по полной. Пришлось срочно апгрейдиться до 1600-ваттного блока. Казалось бы, проблема решена? Ан нет, появились новые нюансы.

1600 Вт – это уже территория электрики, а не просто IT. В обычную квартирную розетку можно воткнуть и более мощный БП, но не любая проводка обрадуется. Если дом старый, проводка дохлая, или в фильтр-пилот воткнуто полдома, будьте готовы к выбитым пробкам или тому самому «запаху палёной изоляции». Поверьте, запах палёной изоляции — не то, с чего должен начинаться день дата-сайентиста. Мне хватило одного утреннего дыма из удлинителя, чтобы понять: шутки кончились. Пришлось перебросить сервер на отдельную линию, купить толстенный сетевой фильтр с доп. защитой и постоянно следить, чтобы ничего лишнего в ту же розетку не было включено.

Кроме того, блок блоком, а есть ещё пики нагрузки. Современные видеокарты коварны: их потребление скачет, как горный козёл. Помните те 450 Вт TDP? В доли секунды 4090 может потребовать резкий скачок, добираясь до 600 Вт. Два таких синхронных прыжка – и даже честный 1.6 кВт PSU может уйти в защиту. Кстати, в одном эксперименте 1650-ваттный блок питания «не вытянул» две 4090, пришлось менять на монструозные 2 кВт. Так что запас по мощности обязателен. Я бы целился минимум в 1.6–2 кВт для связки из двух топовых GPU + прожорливого CPU. Брать впритык – себе дороже.

Совет: ищите блок стандарта ATX 3.0 с разъёмами 12VHPWR (те самые 12+4 pin, которые напрямую к 4090 идут). Такие БП рассчитаны на большие кратковременные перегрузки и снабжены родными кабелями под 600 Вт на линию. Это лучше, чем использовать переходники «4х8-pin -> 16-pin», которые шли в комплекте с видеокартой – они громоздкие, греются, да и были случаи их оплавления (берегись с ними осторожно!). У меня, к счастью, ничего не оплавилось, но каждый раз, вручную впихивая эти четыре восьмиконтактных коннектора в адаптер, я чувствовал себя подрывником, подключающим взрывчатку. Особенно весело заталкивать всё это добро за боковую стенку корпуса.

Кстати, о проводах: будьте готовы, что толстенные кабели от блока (а их на две 4090 понадобится минимум восемь 8-pin линий, если без прямого 12VHPWR) будет очень трудно уложить. Они дубовые, не гнутся толком. Я прокачался в умении закрывать крышку корпуса с первого раза, придавливая торчащие жгуты – навык, о котором раньше не задумывался. Сейчас вспоминаю и вздрагиваю: а вдруг там, где-то под кожухом перетёрся провод… В общем, к питанию отнеситесь максимально серьёзно. Этим вы спасёте и своё железо, и свои нервы (и, возможно, квартиру от запаха пожара).

Перегрев верхней карты

Итак, питание побеждено, система запускается… и сразу новый босс: температуры. Если одна RTX 4090 в хорошо продуваемом корпусе грелась до, скажем, 70–75°C под нагрузкой, то с добавлением второй я увидел в MSI Afterburner цифры под 85–90°C на верхней карте. А вместе с ними – резкое повышение децибелов от вентиляторов, пытающихся охладить эту безумную печку.

Почему так? Я тоже сперва недоумевал: нижняя карта ведь должна перегреваться, на неё же сверху падает тепло от верхней… Ан нет, всё, наоборот. Законы физики: горячий воздух поднимается вверх. В итоге верхняя видеокарта всасывает уже разогретый воздух от нижней плюс греется от собственного чипа – замкнутый круг. Даже при одинаковых настройках она стабильно горячее на 5–10°C. У людей это обычная проблема: кто-то на форумах жаловался, что «что ни делай, а верхняя карта всегда на 5–7 градусов жарче, пришлось сбавлять её разгон». Я тоже с этим столкнулся.

Что делать? У меня было чувство, что я жарю видеокарты в духовке. Способов несколько (ни один не идеален):

  • Максимальный airflow. Придётся заставить корпус дуть как реактивный двигатель. Поставить дополнительные вентиляторы спереди, снизу, сверху – где возможно. Желательно, чтобы между двумя картами был хотя бы небольшой зазор и туда тоже шел поток воздуха. В одном кейсе я даже видел лайфхак: небольшой плоский вентилятор прямо между двумя GPU на распорке – выдувал горячий воздух вбок. Можно попробовать поставить одну карту вертикально через райзер (если корпус позволяет вертикальную установку) – тогда карты не вплотную, и верхняя сможет хватать прохладный воздух сбоку.

  • Андервольт и лимиты. Чуть прижать аппетиты карт – спасение для температуры. Например, я снизил power limit до ~85-90% для обеих GPU. Производительность в ML просела не критично (пара процентов в FP32, зачастую вообще без разницы, особенно если не упираться на 100% постоянно), зато температуры упали на 10°C, а шум – в разы. 4090 весьма эффективно работает на пониженном питании, там заложен большой запас. Если вы не выжимаете последние FPS в играх, ограничить питание – разумно.

  • Блоуеры или вода. Почти все кастомные 4090 – с открытым трехвентиляторным охлаждением, выдувают горячий воздух во все стороны. Для одиночной карты это ок, для двух – уже хуже. Альтернатива – референсный дизайн с турбиной (blower), который выдувает горячий воздух назад, за корпус. Проблема: у RTX 4090 официального референса нет, да и редкие турбины, которые делают некоторые бренды, шумят как реактивный самолет. Другой путь – водяное охлаждение. Можно найти версии 4090 с готовым СВО (например, с радиатором 240 мм на каждую карту) или вовсе снять воздух и поставить кастомные водоблоки. Уф, это уже высший пилотаж: нужен радиатор огромной площади, мощная помпа, грамотная сборка контура. Я всерьёз подумывал об этом, когда верхняя карта начала душить себя горячим воздухом. Но, поразмыслив, решил пока обойтись меньшей кровью – хорошим корпусом и вентиляторами.

К слову, о корпусах, которые «просто не продуваются»: некоторые модные кейсы с глухими стеклянными мордами или тесным интерьером – не вариант. Я сначала пытался впихнуть две 4090 в популярный красивый корпус (не буду называть модель, чтобы не делать антирекламу). Это была ошибка. Верхняя карта там прогревалась до троттлинга, горячий воздух фактически запирался внутри, а вентиляторы выли на максималке. Мой компьютер превратился в дорогущий фен. Решение пришло радикальное: я сменил корпус (о, это отдельная эпопея, см. далее). Но вывод тут простой: охлаждение – критичный момент. Придется сделать всё, чтобы горячему воздуху было куда деваться, иначе ваше дорогое железо будет постоянно работать на грани температурного потолка (а это троттлинг, повышенный износ и прочие радости).

Материнская плата: линии PCIe и расстояние между слотами

На чём у нас держатся две видеокарты? На материнской плате. И вот тут обнаруживается, что маркетинг – зло. Многие обычные ATX-платы рекламируют «две видеокарты? Легко, у нас 2 слота PCIe x16!». По факту же выясняется нюанс: сколько линий PCIe предоставляет ваш процессор и чипсет? У большинства массовых CPU (типа Intel Core i9, AMD Ryzen) напрямую от процессора идёт 16 линий PCIe. Если вставить две видеокарты, они поделят их: будет x8 + x8. А то и хуже – второй слот может оказаться подвешен на чипсет, что значит и х4, и задержки выше. В спецификациях материнок иногда пишут мелким шрифтом что-то вроде: «при установке двух GPU режим слотов x8/x8, при установке трёх – x8/x4/x4». x4 для 4090 – это почти издевательство, шины PCIe 4.0 x4 (~8 ГБ/с) может не хватить для кормления такого зверя данными, особенно если обе карты тренируют одну модель и обмениваются градиентами. Поэтому внимательно читайте спецификации платы. Ищите фразу вроде “PCIe 5.0 x16 + PCIe 5.0 x8 (x8/x8 Mode)” или хотя бы PCIe 4.0 x8/x8.

Если вы хотите выжать максимум и бюджет позволяет, вариант – платформа HEDT. Например, AMD Threadripper (или Threadripper Pro) дает процессору 64 или даже 128 линий PCIe: можно хоть четыре видеокарты повесить по полной x16 на каждую. Но это дорогой путь: сам проц как вся ваша ферма, и мать под него – как крыло от боинга. Для 1-2 GPU большинству хватает обычного Core i9/Ryzen, просто смиритесь с тем, что они поедут на x8. На практике разницы между x8 и x16 не так много, если это PCIe 4.0 или 5.0 – там пропускная способность сумасшедшая. В играх разница 1-3%, в ML тоже большинство времени загрузка идёт не через шину, а в видеопамяти. Я не заметил, чтобы моя вторая карта на x8 как-то страдала. Так что это не главный бич. Главное – не посадить карту на x4 через чипсет, вот этого избегайте.

Второй момент – физическое расположение слотов. Помните, мы говорили про перегрев? Чем дальше друг от друга стоят карточки, тем лучше для охлаждения. Матплаты различаются: на одних два слота x16 прям вплотную (разница в один слот между ними), на других – с большим интервалом. И ещё: RTX 4090 толстенная; если плата имеет, скажем, 3 слота между PCIe, но корпус позволяет только 7 карт-слотов по высоте – нижняя карта может уткнуться в блок питания или вообще не влезть. Я наступил на эти грабли, когда понял, что моя плата теоретически поддерживает две видеокарты (слоты есть), но физически в корпусе нижняя упирается кулером в кожух БП. Решение: либо брать больший корпус (что я и сделал), либо колхозить с райзерами. Некоторые умельцы берут гибкие PCIe-райзеры и размещают вторую карту вообще вне стандартных слотов – например, горизонтально внизу корпуса или даже снаружи. В майнерских кругах это давно отработано: фермы на райзерах, карты на каркасе. Кстати, при сборке 5-GPU сервера человек на Хабре как раз крепил видеокарты через райзер-планки к специальной раме внутри корпуса. Но для 2 карт до такого обычно не доходит.

И ещё про материнку: она тоже должна выдержать это безумие. Две топовые карты + мощный проц = огромная нагрузка на VRM. Плата должна быть качественная, с хорошим питанием. У некоторых энтузиастов возникали казусы, когда материнка начинала throttle по питанию или греться, потому что не рассчитана на постоянный выжим под 1000+ ватт тепла в корпусе. Мне повезло: моя Asus справилась, но я дополнительно обдуваю зону VRM вентилятором. И не ждите от производителя чудес: один автор сетовал, что «материнскую плату, которой можно доверять, искать очень тяжело (я так и не нашёл)» для подобной задачи. Так что рассматривайте workstation-класс платы или хотя бы топовый энтузиастский сегмент, у которых заявлена поддержка NVLink/SLI (это косвенно значит рассчитаны на 2 больших карты, даже если SLI вам не нужен).

Вывод по плате: убедитесь, что она а) помещает физически две ваши карты, б) даёт им достаточно линий PCIe, в) сама не перегреется и не прогнётся от веса. Не помешает поискать отзывы или кейсы сборок с двумя 4090 на той плате, что вы присмотрели.

Корпус и воздушный поток: большой, продуваемый, нежареный

С корпусом у меня была своя драма. Я изначально впихнул всё в MidiTower, который стоял у меня на полу под столом. Вписать-то вписал, но что толку, если внутри всё накаляется? Корпус – это ваш теплообменник, от него сильно зависит успех предприятия. По-хорошему, нужен большой корпус с отличной вентиляцией. Желательно FullTower или хотя бы MiddleTower, рассчитанный на E-ATX платы и длинючие видеокарты. Многие underestimate-ят (недооценивают) этот момент: мол, да мой Corsair/Fractal красивый, влезет же! Влезть-то влезет, но будет ли дышать?

Я прошёл через три корпуса, прежде чем нашёл оптимальный. Сначала был бюджетный Ginzu – туда влазило, но тесно, потом серверный Procase 4U – просторнее, но всё равно не хватало места. В итоге на AliExpress нарыл гигантский двухсекционный корпус-«китаец» – и вот он наконец дал простор. Это я к тому, что готовых решений немного. Найти корпус под много десктопных карт – тот еще квест, особенно если не хочешь майнерскую этажерку без кожухов.

На что обратить внимание при выборе корпуса для домашнего ML-сервера:

  • Габариты и совместимость. Длина видеокарт – ключевой параметр. Многие RTX 4090 имеют длину ~330 мм и больше. Корпус должен поддерживать такие длины (плюс зазор для коннекторов питания). Толщина – карты по 3-3.5 слота; стандартный корпус с 7 слотами расширения вместит две такие (3+3 слота = 6, один слот еще останется). Но если корпус, например, Micro-ATX (4 слота) – сразу нет. По высоте внутри тоже смотрите: иногда карта может упереться в что-нибудь на дне корпуса или сверху.

  • Продуваемость. Лучше, чтобы спереди и снизу была сетка и места под вентиляторы. Чем больше 120/140мм вентиляторов встанет – тем лучше. Mesh-панели рулез. Стекло красиво, но воздух через него не проходит. У меня сейчас корпус с сетчатым фронтом и тремя 140мм вентиляторами на вдув + два сверху на выдув + один сзади. И знаете, только при таком каркольном обдуве температуры стали приемлемыми. Некоторые корпуса позволяют ставить вентиляторы сбоку, прямо напротив видеокарт – highly recommended, если есть такая опция.

  • Расположение БП и прочего. Предпочтительно, чтобы блок питания стоял снизу, а не сверху (сейчас большинство таких). И желательно, чтобы внизу был запас места: у меня, например, БП 200мм длиной, еле влез с кабелями. Также было круто, что я мог убрать корзины для HDD, чтобы освободить тоннель для воздуха спереди к видеокартам. Снимаемые корзины, отсутствие лишних преград – плюс.

  • 4U rackmount? Некоторые идут путём серверных корпусов, укладывая их горизонтально под стол. Это вариант: 4U-шасси вполне способно вместить десктопные карты. Но учтите: не каждое 4U шасси рассчитано на 3-слотовые GPU – может потребоваться колхозить крепления или использовать райзеры, как в примере с ExeGate корпусом. Зато 4U-корпус из металла можно поставить куда-нибудь в угол и не переживать, что кошка его уронит. Минус – обычно шумнее (тонкий металл, рассчитан на серверные вентиляторы). Я думал про этот вариант, но отказался ради эстетики: всё же захотелось нормальный башенный корпус.

И ещё момент: сервер под столом = пылесос для пыли. На полу всегда пыли больше. А если он ещё и засасывает воздух активно – за месяц можете получить слой ковра на радиаторах. У меня после пары месяцев тестов фильтры на корпусе были забиты напрочь. Так что регулярная чистка – залог стабильности. Иначе сначала поднимутся температуры, потом начнут троттлить видеокарты, а потом – бац, выключение по перегреву. Не ленитесь раз в месяц пройтись пылесосом и кисточкой по сотам радиаторов и фильтрам.

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Пример большого корпуса с усиленным воздушным охлаждением. На изображении показан корпус с сетчатой передней панелью и местом под множество вентиляторов (спереди, сверху и снизу). Именно такой дизайн помогает обеспечивать достаточный airflow для двух горячих GPU. В своём проекте я максимально заполнил корпус вертушками, чтобы ни один компонент не остался без потока воздуха. За счёт этого мне удалось удержать температуру верхней карты в разумных пределах и не слушать вой вентиляторов на полной громкости постоянно. Главное – не жалеть места: пусть лучше система будет громоздкой, чем спёкшейся от жары.

Сборка и запуск: «не влезает», греется и орёт как пылесос

Выбор комплектующих позади, корпус на столе – начинается самое интересное: физическая сборка. Тут меня поджидало несколько сюрпризов, о которых стоит предупредить.

Во-первых, всё еле-еле помещается. Пока не попробуешь, не узнаешь, где засада. В моём случае дополнительное пространство корпуса быстро съели кабели. Стоило уложить в плату обе видеокарты, как стало тесно тянуть к ним питание: жгуты 16-pin коннекторов упёрлись в стеклянную крышку сбоку. Я реально минут 30 переукладывал и изгибал кабели, пытаясь закрыть боковую стенку, чтобы ничего не пережать. Это был тот ещё Tetris с проводами. Совет: заранее продумайте, куда пойдут толстые кабели, возможно, имеет смысл купить гибкие удлинители или угловые переходники для 12VHPWR, чтобы не ломать провода с острыми перегибами (частая причина их перегрева). И обязательно проверьте надёжность контакта каждого кабеля – плохой контакт = нагрев и плавление. Я после каждого перевозки ПК заново проталкиваю коннекторы до щелчка, мало ли.

Во-вторых, тяжесть и крепления. Установить одну большую видяху – уже акробатика, а поставить вторую аккуратно под первую, не раздробив ничего – практически нужен третий и четвертый руки. Карты тяжёлые; обязательно воспользуйтесь поддержками (стойками) для видеокарт или хотя бы подпорками. Я первое время подкладывал под свободный конец карты обрезок пенопласта, пока не купил нормальную телескопическую подпорку. Без поддержки, особенно если таскать корпус, можно повредить слот (да и просто плата гнётся). К тому же, так меньше вибраций и нагрузок.

В-третьих, охлаждение всего остального. Мы много говорили про видеокарты, но ещё есть процессор. В закрытом корпусе, набитом горячим железом, CPU тоже становится жарче. Мой Core i9 с TDP 125W легко раскочегаривался до 200+ Вт под нагрузкой (привет, турбо буст), а в окружении двух «печек» это приводило к 90°C на ядрах, хотя башенный кулер до этого вроде справлялся. Пришлось заменить охлаждение CPU на более мощное и настроить агрессивнее кривую вентиляторов. Имейте в виду: охлаждение процессора должно быть топовым, особенно если он участвует в подготовке данных для ваших моделей. Либо, как вариант, можно слегка ограничить его PL1/PL2 (аналогично андервольту) – снизить выделение тепла в обмен на пару процентов производительности. В таком тесном сотрудничестве GPU-CPU иногда лучше чуть сбавить пыл у CPU, чтобы общая система чувствовала себя комфортнее.

Шум – отдельная песня. Когда я впервые запустил обучающий скрипт на полной скорости, мой «сервер под столом» издал рёв, сравнимый с промышленным пылесосом. Соседи снизу, наверное, подумали, что я запускаю летающую тарелку. Две видеокарты + CPU + куча вентиляторов – получается оркестр, и играет он fortissimo. Если вы цените тишину, готовьтесь к разочарованию. Мой путь: настроить все вентиляторы на разумный баланс (чуть пожертвовать температурой ради снижения оборотов) и… приобрести качественные наушники с шумоподавлением. Да, реально, иначе работать тяжело сидя рядом. Некоторые решают выносить такие серверы в коридор или кладовку и управлять по удалёнке. Я ограничился наушниками. Спустя время, правда, привыкаешь к постоянному гулу – мозг фильтрует. Но первое время это дико раздражает. Так что планируйте либо шумоизоляцию, либо размещение подальше, либо терпение и беруши.

Пара лайфхаков из моего опыта:

  • Тестовая сборка вне корпуса. Перед окончательной установкой я собрал систему на столе (материнка + БП + GPU) и прогнал бенчмарки. Это спасло меня от лишней разборки, когда выяснилось, что один кабель питания GPU был бракованный и не давал нужный ток – карта отваливалась под нагрузкой. Менять кабель внутри забитого корпуса было бы адом. Так что совет: проверьте всё «на открытом стенде», убедитесь, что обе видеокарты видятся, работают под нагрузкой, что блок тянет, что температуры хотя бы в допустимых рамках. И только потом стягивайте это всё стяжками внутри корпуса.

  • Кабель-менеджмент – не для красоты, а для airflow. Обычно укладка кабелей – это про эстетичность. В нашем случае – про температуру. Важно убрать толстые жгуты с пути воздушных потоков. Особенно в районе видеокарт: провод от верхней карты у меня сначала висел над нижней – и мешал вентиляции, создавал «подушку» из горячего воздуха. Я его оттянул к стенке и закрепил – нижняя карта задышала чуть легче. Такие мелочи влияют на пару градусов.

  • Мониторинг и тюнинг. Поставьте себе софт для мониторинга (MSI Afterburner, HWInfo) и следите первое время за датчиками. Температуры GPU, hotspots, обороты вентиляторов, потребление, температура VRM платы – всё это важно. Я поначалу вообще сидел, уставившись в графики, пока гонял нагрузочные тесты. Зато сразу увидел, что, например, SSD M.2 перегревается до 80°C (спойлер: он стоял прямо под нижней видеокартой). Решение – наклеил на него радиатор и организовал обдув. Так что мониторьте и выявляйте узкие места.

Ну и примите как данность: домашний сервер – это шумно, горячо и ярко (эти видеокарты же с подсветкой, зараза! Мерцают под столом всеми цветами, пришлось отключать). Комната будет нагреваться ощутимо: зимой, может, и приятно, а летом – кондиционер вам в помощь. Моя «машина» под столом греет комнату градусов на 5 выше остальной квартиры, если долго работает. Такие вот побочные эффекты.

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Пример самодельного GPU-сервера в форм-факторе 4U (горизонтальный корпус под столом). Здесь установлено несколько видеокарт GeForce RTX плотным рядком и мощный блок питания, спереди видны накопители и вентиляторы охлаждения. Обратите внимание на количество кабелей питания (белые и чёрные жгуты): при сборке подобной системы внутри корпуса образуется целый клубок проводов, которые нужно аккуратно уложить. В таком корпусе видеокарты закреплены через специальные стойки и райзеры, чтобы исключить провисание и обеспечить им равномерный обдув. Реальная сборка часто выглядит не как аккуратный геймерский ПК с подсветкой, а скорее как мини-датацентр под вашим столом – зато всё под контролем и всегда под рукой.

ECC-память, Threadripper vs Core i9 - а надо ли?

Часто спрашивают: «А может, сразу собрать на серверном железе? ECC память, Threadripper, Xeon…». Я тоже в какой-то момент задумался об этом, когда ловил глюки в долгих прогонах: а вдруг это из-за ошибки в оперативке, которой ECC бы исправила? Но трезво оценив, решил не заморачиваться с ECC-памятью. Почему:

ECC (Error-Correcting Code memory) действительно защищает от единичных битовых ошибок. Для серверов, которые считаются месяцами, это важно. Но в домашнем использовании шанс, что ошибка в памяти собьёт вам обучение модели, крайне мал. Плюс, многие потребительские платформы банально не поддерживают ECC. Intel i9 не умеет работать с ECC (нужен Xeon), AMD Ryzen частично умеет с небуферизованной ECC, но это надо искать совместимые планки и платы. Короче, мороки много. И цена вопроса выше. Если вы не строите прям научно-исследовательский стенд, где критична каждая точность – можно смело брать обычную DDR4/DDR5 хорошего качества. У меня не-ECC память, и никаких проблем не возникало. Главное – не гнать память в хлам, оставить частоты в разумных пределах, тогда она стабильна. А единичный сбой (если вдруг случится) скорее всего проявится как упавший процесс, что не так страшно. В общем, ECC – опционально и обычно избыточно для домашней станции.

Теперь про CPU: HEDT vs десктоп. На рынке энтузиастов два мира: Threadripper (или теперь Threadripper Pro) от AMD, и топовые Core i9/Xeon W от Intel. Threadripper заманивает: десятки ядер, куча линий PCIe, куча памяти… По сути, платформа создана для таких задач, как у нас. Но камень преткновения – цена. Серьёзно, современный TR Pro 5000-й серии стоит как подержанная иномарка, а материнская плата под него – как крыло самолёта. Если бюджет не безразмерный, покупать TR ради двух видеокарт невыгодно. Core i9 актуального поколения (будь то 13900K, 14900K или что там новое) прекрасно справляется с ролью мозгов для 2x GPU. У него до 24 ядер (8 производительных + 16 эффективных у 13/14Gen Intel), что за глаза хватает, чтобы кормить пару видеокарт данными и параллельно что-то ещё делать. Да, линий PCIe у него 16, но как мы выяснили, x8+x8 достаточно.

Другое дело, если вы планируете 3-4 GPU или кучу доп. карт (например, высокоскоростные SSD в RAID, тензорные ускорители, 100-гигабитную сеть) – тогда без HEDT не обойтись. Или если вам прям кровь из носу нужно 256 ГБ ECC RAM и 64 ядра CPU для экспериментов – тогда да, смотрите в сторону Threadripper или серверных платформ (кого-нибудь там dual-Xeon на авито). Кстати, народные умельцы иногда берут старые серверные платы и запихивают в корпус: например, 2 процессора Xeon E5-26xx v4, море памяти, и карт несколько через райзеры. Это бюджетно по железу (процы старые копеечные, память DDR4 REG ECC дешевая), но потребляет много и требует плясок с бубном (тот автор с Хабра на dual-Xeon плате столкнулся с кучей мелочей, вплоть до того, что башенные кулеры не влезали по высоте, пришлось воду ставить). В общем, я бы рекомендовал: начинайте с топового потребительского CPU. Мощности хватит, а стабильности и простоты точно больше. В моём случае Core i9 оказался отличным компаньоном: да, он горячий, но мы его остудили; да, ставить пришлось аккуратно, но зато никаких проблем с совместимостью софта (CUDA любит Intel, да и AVX инструкции для CPU-шного препроцессинга на месте).

И маленький нюанс: PCIe 5.0 vs 4.0. Сейчас уже есть материнки и CPU с PCIe 5.0. Для видеокарт пока особой разницы нет (4090 – PCIe 4.0 устройство). Но если берёте на вырост, можно взять платформу с запасом по поколению шины. Хотя, откровенно, узким местом будет не пропускная способность шины, а сама нагрузка на систему охлаждения и питание.

Резюме по выбору платформы: хватит обычного Core/Ryzen высокого класса, если цель – 1-2 GPU. Потратьте сэкономленные деньги лучше на хороший БП или дополнительную видеокарту. Threadripper и прочее – для тех, кто точно знает, зачем оно им. Если сомневаетесь, значит не надо.

Вместо заключения — это спорт, но оно того стоит

Признаюсь честно: после всех мучений я пару раз спрашивал себя, «а не легче ли было в облаке всё крутить?». Но, глядя на результат, понимаю – оно того стоило. Да, самостоятельная сборка мульти-GPU станции – это отдельный вид спорта. Тут тебе и кибер-тяжёлая атлетика (попробуй-ка удержать и прикрутить 2-килограммовую карту одной рукой), и инженерная смекалка (как охладить то, что не очень-то хочет охлаждаться), и немного безумия (когда полкомнаты заставлено коробками от комплектующих, а ты сидишь среди них как профессор Франкенштейн, создающий монстра).

Но плюс в том, что выйдя из этого испытания, ты становишься настоящим хардверным гуру (ну или чувствуешь себя им). А ваша машинка под столом начинает приносить пользу: можно запускать эксперименты когда угодно и какие угодно, вас не ограничивают кредиты облака или очередь на сервере института. Мой личный кайф – это ночью отправить на своей станции пару тяжёлых моделей в обучение и спокойно идти спать, зная, что счёт за электричество будет в десятки раз меньше, чем был бы счёт за аренду GPU в облаке. Кстати, экономика: посчитайте, сколько стоит час работы той же RTX 4090 в облачном сервисе (условно, 1-3 доллара в час на каких-нибудь Vast.ai). А мне она досталась за фиксированные деньги и дальше работает практически бесплатно (молота жрёт – но это копейки по сравнению с облаками). За год-два интенсивной работы своя железка себя окупает, а потом начинает экономить вам деньги. Конечно, есть затраты на охлаждение (привет, кондиционер летом) и амортизация, но все же.

Минусы и сложности тоже надо признать: такой сервер требует внимания и времени. Это не “купил-собрал-забыл”. Нужно следить за обновлениями драйверов (например, новые версии CUDA, обеспечивать совместимость), периодически чистить пыль, да и вообще – когда живёшь рядом с мощным ПК, что-то периодически да всплывает: то Windows решит обновиться и повиснет при рестарте, то вентилятор начнёт хрипеть, то ещё какая-нибудь ерунда. Приходится быть и сисадмином, и инженером, и сервисным центром для своей же машины. Для кого-то это в радость – хобби такое. Для кого-то – лишняя головная боль.

Меня спрашивали: «а можно просто купить сборку и не париться?». Теоретически, да, есть бренды, продающие рабочие станции для ML. Но цена там… мягко говоря, кусается. Гораздо дешевле выйдет самому, даже если наделать ошибок и переделать пару раз. К тому же, опыт, полученный при самостоятельной сборке – бесценен. Теперь никакой сбой железа меня не пугает: я знаю, где покопать и что подкрутить.

На прощание дам пару рекомендаций, если вас вся эта история не отпугнула, а наоборот, раззадорила:

  • Советуйтесь с сообществом. В Рунете есть энтузиасты, которые такое железо щёлкают как семечки. Можно поискать на профильных форумах (тот же раздел “Компьютерное железо” на Habr, https://habr.com/ru/hubs/hardware/articles/, reddit r/homelab – если с английским ок). Есть даже специалисты, делающие на заказ подобные сборки. Например, широко известен в узких кругах MaxxPC – команда, которые собирают топовые ПК под нужды клиента. Никто не запрещает спросить у них совета или сконфигурировать систему под ваши задачи. Главное – не стесняйтесь задавать вопросы. Лучше пять глупых вопросов до сборки, чем один феерический фейл после. Я лично пару раз выкладывал на форум конфиг и спрашивал: “Ребята, где узкое место, что не так?”. И мне указывали, мол, “этот райзер фигня, возьми другой” или “БП с таким кабелем не дружит” и т.д. Это сберегло кучу сил.

  • Изучайте опыт других. Очень советую почитать похожие кейсы. Например, на Хабре есть отличный пост про сборку домашнего сервера под 5 GPU https://habr.com/ru/articles/962992/ – там автор делится и проблемами с корпусами, и нюансами с двумя блоками питания, и охлаждением. Много полезного можно вынести (плюс осознание, что вы не один такой безумец). Ещё можно глянуть англоязычные ресурсы: есть блоги, где сравнивают, что лучше – одна дорогая профкарта или несколько игровых, как окупается своё железо vs облако и т.д. Чем больше информации впитаете, тем легче вам будет.

  • Готовьтесь морально к экспериментам. Эта сборка – почти наверняка не выйдет идеальной с первого раза. Что-то придётся менять, допиливать. Это нормально! Отнеситесь к этому как к научному эксперименту: сначала гипотеза (соберу так-то – будет класс), потом проверка (о нет, греется), потом анализ и новая гипотеза (а что если добавить вентиляторов/сменить термопасту/поменять корпус)… И так до победы. В конце концов, терпение и упорство – качества, нужные дата-сайентисту не только в обучении моделей, но и в обустройстве своей технической инфраструктуры.

Подводя итог: домашний ML/DS-сервер – вещь крутая. Он даёт свободу и скорость для ваших экспериментов, экономит деньги на долгой дистанции, и к тому же приносит кучу удовольствия самому “собирателю”. Но путь к нему усыпан мелкими (и не очень) препятствиями. Если вы любите железо и готовы с ним повозиться – дерзайте, результат того стоит. Если же вся эта возня звучит слишком страшно, может, действительно лучше начать с одной видеокарты или воспользоваться облаком, а там посмотреть.

Удачи вам в сборке, и пусть ваш ML-сервер приносит только радость (и крутые модели)!

Полезные ссылки для дальнейшего чтения:

  • Статья на Хабре: «PCIe, водянка и райзеры: реальный опыт сборки сервера под 5 GPU дома» – автор делится инсайтами про выбор корпуса, матплаты, охлаждение и питание для многогранной сборки. Рекомендую к прочтению, там много нюансов именно из практики, похожей на нашу задачу.

  • Сообщество MaxxPC – канал и чат в Telegram и официальный сайт, посвящённый сборкам мощных ПК. Там можно посмотреть примеры конфигураций рабочих станций, спросить совета у знающих ребят. Иногда появляются разборы ошибок в сборках – на чужих ошибках учиться безопаснее.

  • Форумы overclockers.ru (раздел “Видеокарты” и “Комплектующие”) – кладезь информации. Можно поискать темы про многогпу-сборки, люди делятся опытом, отвечают на вопросы новичков.

  • БлогTim Dettmers (англ.) – у него есть гайд “Which GPU for Deep Learning” и про сборки рабочих станций. Это больше про выбор между разными GPU и оценку производительности/экономики. Полезно, чтобы понять, сколько вам действительно нужно GPU и какого типа.https://timdettmers.com/

Сборка ML-станции – задачка нетривиальная, но решаемая. Не бойтесь экспериментировать!


How to Choose the Right Power Supply Wattage for Your CPU and GPU

Две карты GPU GeForce RTX 4090 в корпусе для майнинга | internet-lab.ru

Почему у видеокарт при одинаковых настройках сильно разная температура? | MiningClub.info

PCIe, водянка и райзеры: реальный опыт сборки сервера под 5 GPU дома / Хабр

Вопрос к обладателям RTX 4090 — переходники питания

Источник

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  • 22.11.25 22:05 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

  • 23.11.25 03:34 Matt Kegan

    SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate

  • 23.11.25 09:54 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.11.25 18:01 mosbygerry

    I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.

  • 24.11.25 11:43 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.11.25 11:43 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.11.25 16:34 Mundo

    I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.

  • 25.11.25 05:15 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.11.25 13:31 mickaelroques52

    CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY

  • 25.11.25 13:31 mickaelroques52

    I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp:  + 1 414 807 1485 Email:  rapiddigitalrecovery (@) execs. com Telegram:  + 1 680 5881 631

  • 26.11.25 18:18 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

  • 26.11.25 18:20 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

  • 26.11.25 19:13 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

  • 26.11.25 19:13 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

  • 26.11.25 19:13 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

  • 27.11.25 10:56 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

  • 27.11.25 10:56 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

  • 27.11.25 20:04 deborah113

    Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains.  Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped.  It was really hard to deal with the loss after their customer service ceased responding.  I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists.  I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines.  I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om

  • 27.11.25 23:48 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 23:48 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.11.25 00:08 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])WhatsApp at +44 736-644-5035. ,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.

  • 28.11.25 11:15 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

  • 28.11.25 11:15 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

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.11.25 20:37 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

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 23:45 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01.12.25 23:45 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.12.25 02:21 donald121

    In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)

  • 02.12.25 15:05 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. 

  • 03.12.25 09:22 tyrelldavis1

    I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ )    also on Mail: ([email protected]

  • 03.12.25 21:01 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.

  • 03.12.25 22:17 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 01:37 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 01:37 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 04:35 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 10:32 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 18:25 smithhazael

    Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.12.25 08:35 into11

    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)

  • 05.12.25 08:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:44 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:39 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.12.25 10:42 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.12.25 08:43 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 08.12.25 02:17 liam

    I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life

  • 08.12.25 09:07 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 09.12.25 00:18 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 01:01 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com

  • 09.12.25 05:44 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 10:24 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 10:25 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 14:16 Matt Kegan

    Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done. 

  • 12.12.25 22:38 swanky

    After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.

  • 13.12.25 08:22 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

  • 13.12.25 08:23 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

  • 13.12.25 08:28 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

  • 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

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