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Генеративные 3D модели

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Введение

Салют, Хабр! На связи Игорь Пасечник — технический лид направления XR RnD SberDevices. Сегодня я хочу рассказать про одно из наших направлений исследований — разработку генеративных моделей для 3D-контента.

Современные методы генерации 2D-контента, такие, как 2D-диффузионные модели (Kandinsky 3.0, SDXL), уже достигли впечатляющих результатов и несколько лет являются неотъемлемой частью современности, генеративные видео модели также активно развиваются. Кульминацией развития таких подходов, вероятно, станет представленная не так давно модель Sora. Тем не менее большинство из этих моделей до сих пор испытывают проблемы при генерации консистентных 3D-сцен и объектов.

С другой стороны, существует конвенциональная 3D-графика, а также огромная индустрия и множество прикладных областей, включая игры, XR, дизайн, архитектуру, маркетинг, 3D-проектирование, где используются пайплайны на основе 3D-графики и производится контент на их основе. Методы создания 3D-моделей, такие, как ручное моделирование, 3D-сканирование и фотограмметрия, могут быть трудоёмкими, дорогостоящими и требующими специальных навыков. 3D-продакшн в общем виде использует множество инструментов для создания и рендеринга тяжелой фотореалистичной графики, адаптация генеративных 3D-пайплайнов под такие подходы достаточно тяжела из-за множества инструментов, которые такие пайплайны должны поддерживать. Также адаптация больших латентных генеративных 2D-моделей вроде SORA для прикладных задач фотореалистичной графики может стать альтернативой классическими пайплайнам на основе физического моделирования. Тем не менее, на текущий момент пайплайны работы с графикой, использующие базовый набор примитивов, включая меши, PBR-текстуры, простые модели освещения, закрывают множество прикладных задач и также могут быть востребованы у массового пользователя в случае их демократизации.

Учитывая это, мы решили свести свои исследования в области генеративного 3D к решению нескольких задач:

  • Научиться генерировать консистентные multi-view изображения объектов по тексту или картинкам, используя 2D-генеративные модели.

  • Научиться генерировать 3D-ассеты для практического использования по тексту или картинкам.

  • Научиться делать быструю и достаточно качественную 3D-реконструкцию.

  • Научиться создавать консистентные визуализации объектов (3D-гифки).

Мы разработали семейство генеративных 3D-моделей на основе 2D-моделей Сбера, проведя работу с данными, выбрав лучшие компоненты из доступных на текущий момент архитектур, а также внеся дополнительные новшества, достигнув SOTA-результатов относительно open-source и проприетарных моделей.

Общая архитектура пайплайна (Text-to-3D)

На текущий момент существует несколько методов быстрой генерации 3D-контента по тексту:

  1. С помощью обучения single-view реконструктора можно получать 3D-объект из любой модели генерации картинок (Kandinsky, Stable Diffusion и прочие). Данный реконструктор может быть feed-forward-моделью как в LRM без вариативности в генерации новых ракурсов, либо через диффузию, как DMV3D с возможностью обусловливания на текст напрямую, либо с обусловливанием на изображение.

  2. По аналогии можно обучить реконструктор sparse-view и использовать диффузионную модель генерации картинок, дообученную на генерацию sparse-view, для получения 3D-объектов. Свой sparse-view генератор изображений представили в ImageDream, MVDream, Instant3D, SPAD, CRM, Wonder3D. В реконструкторе sparse-view модели были обучены с разными рендерингами: volumetric rendering используется в трансформерной модели Instant3D, PF-LRM, гауссовский рендеринг используется в GRM, LGM, mesh-based рендеринг flexicubes используется в CRM.

  3. В качестве генераторов dense-view используют диффузионные модели для видео, обученные генерировать облеты объектов в работах V3D, VFusion3D, SV3D. Для данных dense-view генераций уже необязательно использовать какие-то дополнительные реконструкционные модели.

  4. Также долгое время в качестве текст-3D генераторов использовались модели на основе дистилляции текстового промпта через SDS loss. Данные методы работали по-объектно и занимали большое время на генерацию. Недавно было представлено несколько моделей на основе дистилляции ATT3D, AToM и LATTE3D, обученные на множестве промптов одновременно без использования 3D-данных в качестве референса.

  5. Также есть подходы, которые учат текст-3D модели напрямую, без использования картиночных или видео генераторов. Один из таких подходов GVGEN учится на подсете из 36 тыс. объектов обжаверса, использует гауссовый рендеринг, для которого как раз и нужно иметь 3D-объект, а не его рендеринг.

Изучив все возможные варианты, мы пришли к выводу, что для нашей задачи оптимальным является использование двухстадийного подхода:

  • Модель первого этапа: дообученная 2D-диффузионная модель (SDXL/Kandinsky 3.0) для генерации консистентных multi-view картинок. Это позволяет сохранить широкий спектр генерируемых образов и визуальное качество изображений, унаследованных от базовой модели.

  • Модель второго этапа: обучение универсальных моделей реконструкторов для генерации конечного 3D-представления, которые могут работать как на сгенерированных картинках из первого этапа, так и для реконструкции объектов по реальным фотографиям.

В рамках такого подхода можно выделить четыре относительно независимых компонента:

  • модель первого этапа;

  • реконструирующий генератор;

  • латентное 3D-представление;

  • алгоритм дифференцируемого рендерера.

При создании 3D-объектов мы хотели дать модели всю необходимую информацию о сцене, исключив неопределенности в аспекте геометрии и текстуры. Для получения достаточной информации о генерируемом объекте требуется иметь несколько фотографий сцены с нескольких точек обзора с оптимальными параметрами расположения камер для перекрытия областей обзора. Мы пришли к выводу, что в контексте наших задач не имеет смысла использовать более четырёх ортогональных точек зрения на объект, поэтому мы дообучаем 2D-диффузионную модель для генерации четырех ортогональных ракурсов объекта. Это количество точек обзора является достаточным для реконструкции сцены и сохранения детализации текстур, текущее разрешение синтеза лучших моделей (1024 × 1024) позволяет разделить его на сетку 2 × 2, обеспечивая всё ещё приемлемое качество каждого отдельного вида объекта (512 × 512). Вторым этапом модели является реконструктор, который, используя четыре поступивших на вход изображения, создаёт промежуточное представление сцены в виде триплейнов — ортогональных латентных плоскостей. Наиболее ресурсоёмкой операцией при таком подходе является диффузионная модель. Применив дистилляцию к зафайнтюненой модели первого этапа, мы можем сократить общее время созданий 3D-ассета до 4 секунд.

Рассматривая данный подход, финальное качество работы модели будет определяться следующими факторам:

  • Качеством модели первого этапа, уровнем её детализации;

  • Качеством работы реконструктора;

  • Разрешающей способностью 3D-представления;

  • Разрешающей способностью и экспрессивностью рендерера.

Для скалирования подобных моделей необходимо пропорционально улучшать все 4 фактора.

Рассмотрим поподробнее все этапы обучения, а также то, что нам показалось важным.

Первый этап. Text to consistent multi-view

Данные

Так как размеры 3D-датасетов (GSO, ABO, Shapenet, Objaverse, OmniObject3D) не так велики, как используемые для обучения 2D-диффузионных моделей (LAION), то надо попытаться выжать из них всё. В первую очередь для подготовки данных к этому этапу обучения необходимо обработать с помощью пайплайна рендеринга используемые объекты с четырёх ортогональных направлений. Далее для каждой получившейся картинки получить текстовое описание через модель-разметчик. Оптимальным вариантом нам показалось использовать LLaVA-1.5 и синтезировать информацию из нескольких описаний в единое лаконичное описание сцены. Для более удобного отбора данных мы рассчитали значения CLIP и оценки эстетичности от предсказателя эстетики (обученного на классификаторе LAION-aesthetics). Также мы составили небольшую выборку 3D-моделей, разделили их на две категории «красивые» и «некрасивые», объединили свойства CLIP и обучили небольшой SVM-классификатор. Учитывая, что мы используем на данном этапе синтетические данные, ключевой особенностью, которая редко рассматривается в академической литературе, являются параметры рендеринга освещения материалов. Регулируя эти параметры, мы можем влиять на качество и особенности финальной модели, а также эстетического восприятия пользователем генерируемых объектов.

Обучение

Процесс дообучения модели аналогичен обучению основной модели: на вход модели подаются пары «текст-изображение», представленные в виде сетки из четырёх рендеров объекта в определённом порядке. Эти данные проходят через текстовый и визуальный энкодеры, результатом чего становятся текстовый эмбеддинг и эмбеддинг изображения. Затем представление изображения зашумляется в соответствии с конфигурацией расписания диффузии и передаётся на вход стандартной модели типа U-Net с условным входом в виде текстового эмбеддинга. На выходе получается прогноз модели об уровне зашумления латентного представления.

После завершения этапа обучения в течение 5 часов на 16 GPU мы получаем модель, которая способна на основе текстового описания синтезировать один и тот же объект или сцену с нескольких ракурсов, предоставляя полную информацию о пространственном представлении будущей 3D-модели.

Процесс дообучения модели. Текстовый запрос «мопед»
Процесс дообучения модели. Текстовый запрос «мопед»

Благодаря тому, что мы переиспользовали диффузионную модель и дообучали её на небольшом датасете, она не растеряла способности генерировать объекты не из обучающей выборки, однако выучила новую способность — теперь она умеет видеть их с новой стороны. В процессе обучения происходит несколько процессов — смещение модели в сторону стиля, заданного синтетическим данными, деградация исходного разнообразия модели, снижение степени соответствия генерируемых изображений промту, а также увеличение степени консистентности четырех проекций объектов между собой. При длительной оптимизации модель сходится к максимальным 3D консистеным объектам, но при этом падает вариативность геометрии и текстур, поэтому локальный минимум с наилучшим балансом всех факторов достаточно узок и сильно зависит от гиперпараметров, а также оптимального набора данных. Для валидации и выбора оптимальной итерации можно использовать ошибку реконструкции модели второго этапа а также CLIP score.

Пример генерации по текстовому запросу «сердце человека»
Пример генерации по текстовому запросу «сердце человека»
Пример генерации по текстовому запросу «яркий цвет гриб растущий на бревне»
Пример генерации по текстовому запросу «яркий цвет гриб растущий на бревне»

Механизмы контроля генерации

Несмотря на успешность дообучения модели, часто требуется дополнительное управление моделью, чтобы гарантировать, что на итоговом изображении четыре синтезированных рендера будут разделены и каждый будет соответствовать проекции обособленного объекта, а не сцены с явно выраженным диффузионным фоном. Для этого приходится прибегать к различным хитростям. Например, можно использовать изображение, состоящее из 4 равномерно распределенных 2D-гауссиан для формирования стартовой точки при генерации итоговых изображений. После создания такого исходного изображения необходимо получить его латентное представление и добавить шум в соответствии с расписанием диффузионного процесса. Этим же методом можно контролировать размер объекта.

Влияние инициализации визуального латента. Текстовый запрос «Астронавт на лошади»
Влияние инициализации визуального латента. Текстовый запрос «Астронавт на лошади»

Второй этап. Реконструтор

Общий процесс обучения


В реконструируемом этапе общая идея модели, которую мы используем, выглядит следующим образом:

  1. На вход мы принимаем 4 картинки объекта с разных ракурсов и с помощью реконструируемого генератора получаем из этих картинок triplane-представление, 3 feature-плоскости, на которые проецируется объект.

  2. Затем мы семплируем точки в 3D-пространстве в зависимости от используемой модели рендеринга, получаем соответствующие этим точкам features из триплейнов и декодируем из них с помощью MLP в sdf/opacity/tex_features, которые потом будут использоваться в рендеринге.

  3. Рендерим объект из полученного триплейна с четырёх случайных ракурсов, взятых из датасета, оптимизируем с лоссом LPIPS + mse между отрендеренными изображениями и изображениями из датасета, соответствующим этим ракурсам.

В рамках такой схемы мы рассмотрели два вида архитектур генераторов и несколько архитектур рендерера.

Генератор триплейна на основе трансформера (instant3d)

Одной из первых работ, использующих такой подход к реконструкции, является Instant3d, она же на текущий момент демонстрирует одни из лучших результатов по синтетическим метрикам.

cea63e81a719e55cdd3810453924bd47.png

Однако базовая архитектура имеет ряд недостатков, не указанных в статье, а именно — ограниченную детализацию текстуры, блочные артефакты для высокочастотных регионов, низкое разрешение выходного триплейна. Модифицировав исходную архитектуру, включая расширение внутреннего представления генератора до 64 × 64, использовав DINOv2 энкодеры с регистрами, а также более сложный upsampler, мы смогли получить лучшие результаты и избавиться от артефактов, однако общая архитектура модели вносит ограничения в масштабируемость такого подхода, потому что увеличение количества параметров генератора не влияет в явном виде на детализацию текстур на объекте, а лишь на способность генератора фьюзить входные данные в целевое представление объекта.

Генератор на основе U-Net

19b3469bf8362262b5efd43c79477037.png

Альтернативным вариантом для реконструкционного генератора является использование генератора на основе U-Net для предсказания триплейнов. Один из таких вариантов в частности используется в ряде подходов, включая CRM. Наилучшие результаты в рамках SBS в задаче text-to-3D из четырёх ортогональных картинок, полученных в результате применения первого этапа, получил именно такой подход. Четыре картинки каноническим образом могут быть отождествлены с рассматриваемой триплейновой репрезентацией. На наш взгляд предсказание более чем четырёх view на первом этапе является избыточным, поэтому для горизонтального триплейна используется обучаемый позиционный эмбеддинг. Тем не менее, на картинке видно, что модели удается выучить хорошую репрезентацию для этого триплейна. Основное преимущество данного генератора в возможности генерировать триплейны в разрешении равном входным картинкам (512x512), что позволяет повысить качество деталей при рендеринге, в сравнении с instant3d-генератором, максимальное разрешение триплейнов для которого не превышает 128 без использования апсемлера. Число каналов в используемом U-Net для каждого разрешения: [128, 256, 256, 512, 512, 1024], начиная с 512 и заканчивая 16, по 2 ResNet блока для каждого разрешения, что в результате дает около 300 млн обучаемых параметров. Также, начиная с разрешения 64, используется self-attention.

Рендеринг

На текущий момент существует множество подходов к дифференцируемому нейронному рендерингу: стандартный волюметрик, NeuS, gaussian splatting, DMTet, FlexiCubes и множество других. Проведя анализ и эксперименты, мы выбрали два рендерера для нашего пайплайна и двухэтапную схему обучения. На первом этапе мы обучаемся, используя волюметрик рендерер со стандартной экспоненциальной функцией активации — он хорошо изучен, стабильно оптимизируется и достигает высоких значений PSNR. На втором этапе мы дообучаем реконструктор в большем разрешении с рендером на основе DMTet и растеризацией, адаптируя модель к surface-based-геометрии и целевому бюджету по количеству вершин в меше, что позволяет нам впоследствии получать лучшую геометрию при экспорте 3D-ассетов. Перспективным также является использование gaussian splatting, который показывает хорошие результаты и метрики на задачах dense реконструкции, однако исходя из прошлых экспериментов мы пришли к выводу, что наивная адаптация такого подхода к генеративному сетапу требует отказа от нелинейных оптимизаций вроде клонирования и сплита гауссиан, что нивелирует преимущества метода. Также качество, демонстрируемое на задаче реконструкции, вероятно, не может быть обеспечено с текущими архитектурам и бюджету по параметрам генератора.

Для волюметрик-рендерера мы используем достаточно стандартные параметры по аналогии с Instant3d и других подходов, а вот относительно DMTet стоит сказать пару слов более подробно.

DMTet рендеринг

Альтернативным вариантом дифференцируемого рендеринга является DMTet. Алгоритм DMTet состоит из деформируемой тетраэдральной сетки, содержащей функцию расстояния до объекта, signed distance function (sdf), которая в нашем случае аппроксимируется из триплейна на выходе генератора; и дифференцируемого алгоритма marching tetrahedra, который преобразует неявное представление sdf в явное представление поверхностной сетки. У DMTet существуют следующие преимущества перед volumetric рендерингом:

  1. В процессе работы алгоритма получается явное представление 3D-модели в виде меша (набор вершин и граней). Такое представление можно без постпроцессинга использовать в 3D-сценах.

  2. DMTet позволяет разделить явным образом представление геометрии и текстуры в разные компоненты. Такое разделение позволяет замораживать геометрическую компоненту для тюнинга текстурной.

  3. Отделение текстурной компоненты также открывает возможность разделения текстуры на параметры, такие как base color/albedo, specular, metallic (пример nvdiffrec). То есть, DMTet может выдавать текстуру для PhysicallyBased Rendering (PBR).

Переход от volumetric к DMTet

DMTet часто используется для получения мешей и текстур высокого качества в задачах реконструкции единичных объектов, например, nvdiffrec, Fantasia3d или отдельных категорий больших датасетов, например, GET3D. Особенность нашего эксперимента заключается в вариативности данных. Простая замена volumetric рендера на DMTet в нашей реконструкционной модели приводит к ухудшению сходимости модели, вплоть до обучения нулевых функций расстояния sdf. В нашем реконструкторе DMTet выступает финальным этапом тюнинга генератора, позволяющим улучшить геометрию, получить разложение текстуры на компоненты для PBR.

Технические особенности обучения DMTet

DMTet-алгоритм в нашем реконструкторе используется для улучшения качества меша и текстур в большем разрешении, поэтому мы используем достаточно большую тетраэдральную сетку 256 × 256. Триплейн на выходе генератора разделяется на два, а именно геометрический и текстурный. Их размеры тоже увеличиваются по сравнению с volumetric-реконструкцией до 256 для геометрического и 512 для текстурного. На текущем этапе мы не используем алгоритм полного разделения текстуры на параметры PBR, как в, например, Fantasia3D. Корректный PBR-рендеринг требует от модели предсказания не только текстурных свойств объекта, но и генерации окружения модели. Такой подход увеличивает размер модели и замедляет сходимость. В качестве альтернативы полного PBR-разложения мы используем предобученную модель света ENVIDR. Выучив, однако, геометрическую часть DMTet, текстурную можно заменить на корректное PBR-разложение при пообъектном тюнинге, где окружение модели статично и не требует дополнительного генератора.

Обучение реконструирующих моделей

Данные

Для обучения мы используем объединение датасетов Objaverse 1.0 и OmniObject3D, а также Objaverse XL и MVimgNet. Каждый объект из OmniObject3D рендерился со 100 случайных камер на сфере радиуса 4, в качестве обучения использовались все объекты, без дополнительной фильтрации с нашей стороны. В датасете Objaverse, Objaverse XL много объектов низкого качества: не текстурированные, случайные расстановки геометрических объектов, плоскости, что потребовало дополнительной фильтрации датасета. Для этого мы посчитали aesthetic score четырёх противоположных рендерингов для каждого объекта и отфильтровали те объекты, что в среднем дают оценку меньше 3,5. Наилучшие результаты показало обучение в 2 этапа. На первом этапе модель обучается на большой базе с низким порогом отсечения по качеству, на втором этапе — используя только 30% самых лучших данных.

Ресурсы и скорость

Мы провели стандартную инженерную оптимизацию, используемую при обучении больших моделей и неоднократно описанную в рекомендация pytorch и гайдах от крупных компаний. Однако в нашем случае был найден отдельный момент, заслуживающий внимания. Одним из самых узких мест в моделях, использующих сэмплирование из триплейна, является backward стандартной функции grid_sample. Мы написали модифицированную версию torch.nn.functional.grid_sample, которая считает градиенты только по триплейну, а также добавили несколько оптимизаций для ускорения интерполяции градиента в соседних элементах триплейна. Это позволило ускорить backward в 2 раза.

В сумме все оптимизации позволили получить качество, соответствующее базовой модели instant3D, используя 32 карты A100 за 5 дней против 128 карт на 7 дней, как в базовом эксперименте.

Результаты реконструкции на данных из GSO

9f35267937e1c25214b03a9c872063ac.gif

Оценка реконструируемой модели

Изучив текущие методы валидации подобных моделей, мы пришли к выводу, что наиболее распространенным вариантом является датасет GSO (Google Scanned Objects), состоящий из сканированных реальных объектов, однако этот датасет не имеет референсной методики измерения, и в разных работах используются разные опорные кадры и метод рендеринга референсных картинок, что не позволяет достоверно сравнивать подходы. Мы использовали параметры валидации из Instant3D — входные изображения брались с фиксированных позиций на elevation 20 и азимутом 0, 90, 180, 270. Метрики измерялись на разрешении 128.

PSNR↑

LPIPS↓

SSIM↑

Instant3d paper reference

26,54

0,0643

0,8934

Ours transformer free view + volumetric

24,16

0,033

0,88

Ours transformer free view + DMTet

21,38

0,062

0,82

Ours U-Net orthogonal 4-view + volumetric

23,60

0,036

0,87

Ours U-Net orthogonal 4-view + DMTet

23.58

0.075

0.88

Метрики в разрешении 512.

PSNR↑

LPIPS↓

SSIM↑

Ours transformer free view + volumetric

24,24

0,069

0,876

Ours transformer free view + DMTet

20,84

0,073

0,84

Ours U-Net orthogonal 4-view + volumetric

23,63

0,057

0,87

Ours U-Net orthogonal 4-view + DMTet

22.8

0.096

0.87

Оценка и SBS

При выборе стратегии валидации для модели мы применяли как синтетические метрики, так и результаты side-by-side тестирования. Синтетические тесты и сравнение метрик позволяют оценить этапы, где можно достичь некоторого численного идеала, например, при реконструкции. Оценка визуальной привлекательности и консистентности генеративной модели с помощью набора чисел более сложна, и для этого мы проводили субъективные исследования с участием групп разметки.

Мы использовали несколько банков текстовых описаний: в качестве базового использовали DF411 из статьи DreamFusion, который включает 415 сложных композиционных промптов (например: «Кенгуру сидит на лавочке и играет на аккордеоне»), часто используемых для валидации методов преобразования текста в 3D-модели. Однако она ограничена и не включает множество практических кейсов, в связи с этим мы составили собственный набор текстовых промптов, собранных из различных публичных источников, включая ручной сбор неудачных примеров, отобранные по разным критериями промты 2D-бенчмарка JourneyDB, тестовую базу gpt3eval.

Для оценки моделей и различных изменений мы предоставляли разметчикам два варианта видео виртуального облета объекта, сгенерированных двумя моделями. Затем они должны были ответить на несколько простых вопросов: «Какой объект вам больше нравится?» и «Какое видео лучше соответствует текстовому описанию?». Для более детальных UX-исследований им требовалось объяснить свое решение, а также указать, что им нравится или не нравится в отдельных видео.

Такой подход способен оценить целиком end-to-end пайплайн, включая качество реконструтора, соответствие промпту, консистентность, уровень детализации, эстетическую и художественную привлекательность.

В качестве бейзлайна мы выбрали одну из наиболее современных проприетарных моделей от Luma AI (Genie).

DF411

Ours

Genie

Более красивая

38

62

Соответствие промту

28

72

Примеры генераций

Использование предобученных 2D-диффузионных моделей позволяет использовать все стилевые модификаторы, хорошо изученные для 2D-кейсов, мы сохраняем все разнообразие исходной 2D-модели.

399300ea95684a9c414a20c0a697870f.gif

Генерации текущего поколения моделей дают достаточно интересные результаты, хотя в среднем худшее соответствие промпту, чем 2D-модель, и меньший success rate, учитывая необходимость генерации консистентных объектов.

5210379c2373325ae384f011bdf9ca21.gif552ff42a94463bb8937f55c706218d88.gif

Заключение

Адаптация 2D-диффузионных картиночных и видео моделей к консистентной генерации, используя ограниченные вычислительные ресурсы и синтетические данные, является промежуточных шагом между моделями текущего поколения и моделями следующего поколения вроде Sora, обученных на огромном вычислительном ресурсе и большом количестве данных. Преимущество подобных моделей в том, что они работают быстро и позволяют использовать текущее поколение конвенциональных технологий создания и доставки 3D-контента на клиентские устройства.

В текущий момент мы прорабатываем дополнительный функционал, включая генерацию PBR-текстур, hi-res-ассетов, оптимальной топологии меша, а также повышения качества и детализации моделей.

В ближайшее время мы собираемся предоставить доступ к подробному техническому репорту, метрикам, валидационным корзинам. А сейчас наши модели доступны в тестовом доступе на developers.sber.ru. Следите за новостями!

  • Коллектив авторов: Михаил Мазуров, Наталья Соболева, Дарья Мусаткина, Фанзиль Набияров, Данил Ельцов, Марина Ярославцева, Игорь Пасечник, а также наша продуктовая команда Яна Чаруйская и Кирилл Субботин.

  • Также рассказ от Михаила Мазурова с конференции GIGA R&D DAY.

По всем вопросам и предложениям, а также в поисках сотрудничества просьба связываться в телеграмме @ipasechnik@charuyskaya

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    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

  • 24.06.26 22:01 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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 02.07.26 01:26 Clara Morin

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  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 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

  • 07.07.26 18:01 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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 04.08.26 11:05 Kisnoles

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  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

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

  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

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

  • 30.08.26 15:37 [email protected]

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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

  • 15.09.26 15:45 lydiassmith567

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

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