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Н Новости

OpenAI удивляет марафоном релизов, Google выпускает прорывной квантовый чип: главные события декабря в сфере ИИ

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Финал года выдался богатым на события в сфере ИИ. OpenAI провели свой первый «адвент-календарь» с ежедневными релизами, каждый из которых заслуживает отдельного внимания. Параллельно технологические гиганты представили множество новинок: от квантовых чипов с рекордной производительностью до компактных, но мощных языковых моделей, способных конкурировать с признанными лидерами.

Мы собрали самые интересные новости, исследования и релизы декабря. Новые инструменты, важные научные работы и технические находки — в свежем выпуске нашего ИИ-дайджеста!

Оглавление

Новости гигантов индустрии

Новые модели

Интересные открытия

Новые инструменты

Свежие исследования

Заключение

Новости гигантов индустрии

OpenAI: 12 дней релизов

В декабре OpenAI провели свой первый «адвент-календарь» с ежедневными релизами, превратив предновогодний период в настоящий марафон технологических анонсов. От новых моделей до интеграций с популярными сервисами — каждый день приносил значимые обновления для разных категорий пользователей.

(Источник изображения)

Рассказываем, что нового представили Сэм Альтман и его коллеги:

  1. Релиз full o1 и o1 Pro Mode. Полная версия получила поддержку изображений, стала на 30% быстрее preview-версии и более стабильной. Pro-версия, доступная по подписке всего за $200, использует улучшенный ризонинг-пайплайн для более глубокого анализа.

  2. Анонс Reinforcement Fine-Tuning (RFT). Новый метод позволяет обучать модели до экспертного уровня на минимальном наборе данных (около 100 сэмплов). Пока доступен только для избранных партнеров.

  3. Выпуск SORA turbo. Улучшенная версия генератора видео поддерживает создание роликов продолжительностью до 20 секунд в разрешении 1080p. Pro-подписчики получили безлимитный доступ, для Plus доступно 50 генераций. Добавлен кастомный видео-редактор для работы с таймлайном.

  4. Обновление Canvas. Добавлен интерпретатор Python-кода с визуализацией ошибок и построением графиков. Инструмент стал доступен всем пользователям и получил возможность интеграции с кастомными GPT. Улучшена система комментирования кода с выделением участков прямо в запросах.

  5. Интеграция с Apple. ChatGPT получил глубокую интеграцию с iOS и macOS и теперь встроен в Siri. В Visual Intelligence появился прямой доступ к GPT-4o для анализа видео в реальном времени, добавлены инструменты для работы с документами через Finder.

  6. Запуск Advanced Voice Mode с поддержкой видео и демонстрации экрана в реальном времени. Добавлен голос Санты и поддержка русского языка. Модель эффективно запоминает контекст показанного контента.

  7. Внедрение системы Projects (папок) для организации диалогов. Позволяет создавать рабочие пространства с общим контекстом и файлами, группировать чаты по темам и устанавливать общие инструкции для проектов.

  8. Улучшение SearchGPT. Добавлена поддержка голосового поиска, превью веб-страниц в чате и интеграция с картами. Функционал стал доступен бесплатным пользователям. Появилась возможность использовать GPT как дефолтный поисковик.

  9. Обновление API. Добавлена поддержка изображений, структурированных выводов в JSON и developer промптов. Внедрен preference finetuning и настройка reasoning efforts. Realtime API получил WebRTC-интеграцию при снижении цен на 60%.

  10. Интеграция с телефонией. ChatGPT стал доступен через звонки (1-800-CHATGPT, США) и WhatsApp-сообщения. Сервис работает даже на базовых телефонах, обеспечивая широкую доступность.

  11. Добавлена функция стриминга приложений. Позволяет транслировать данные из приложений напрямую в чат для анализа и визуализации. Поддерживается работа с кодом и графиками без копирования.

  12. Анонс o3 и o3-mini. Новая модель показала впечатляющие результаты: вдвое лучше o1 в кодинге, 88% на бенчмарке ARC AGI и 25% на Frontier Math. Обе версии поддерживают разные режимы рассуждений (low, medium, high) и улучшенный alignment. Публичный релиз запланирован на январь.

Не удивимся, если это еще не конец новостей от OpenAI. Остается гадать, какие сюрпризы компания заготовила на следующий год.

Google теряет ключевых разработчиков NotebookLM

NotebookLM только набрал популярность, как его команда покидает Google для создания собственного стартапа. Руководитель проекта Райза Мартин вместе с ведущим дизайнером Джейсоном Шпильманом и инженером Стивеном Хьюзом объявили об уходе из компании.

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По словам Мартин, команда увидела «возможность создать что-то действительно трансформационное в своей области». Хотя стартап пока находится в режиме полной секретности и даже не раскрывает своего названия, из комментариев для TechCrunch следует, что проект будет ориентирован на массового пользователя.

«По мере развития frontier-моделей растет потребность в продуманных продуктах, которые сделают преимущества этих технологий доступными и понятными для обычных людей», — отметила Мартин. Пока неизвестно, будет ли новый проект развивать идеи NotebookLM в области AI-подкастов и умных заметок, или команда выберет совершенно новое направление.

Несмотря на раннюю стадию проекта и отсутствие объявленных инвестиций, стартап уже получил значительную поддержку от основателей других компаний, инвесторов и академического сообщества.

Apple интегрирует ChatGPT в свои устройства

Apple анонсировала масштабное обновление для своих устройств, центральным элементом которого стала долгожданная интеграция ChatGPT с Siri. Обновление iOS 18.2 знаменует важный этап в развитии Apple Intelligence — комплекса AI-функций, ставшего ключевой особенностью линейки iPhone 16.

Интеграция активируется автоматически при сложных запросах к Siri. Система использует модель GPT-4o и не требует отдельной учетной записи OpenAI. Особое внимание уделено конфиденциальности: OpenAI не хранит запросы пользователей.

Параллельно компания представила два новых AI-инструмента: Playground для генерации изображений и Image Wand для редактирования фотографий. Функционал доступен владельцам iPhone 15, iPhone 15 Pro и всех моделей iPhone 16 после установки необходимых моделей AI.

xAI делает Grok-2 бесплатным для пользователей X

Илон Маск тоже не остается в стороне и делает всем пользователям X новогодний подарок: Grok-2 становится бесплатным. Новая версия модели, которую команда xAI тестировала последние недели, работает в три раза быстрее предшественника и отличается улучшенной точностью, следованием инструкциям и поддержкой множества языков.

(Источник изображения)

Помимо базового функционала, пользователям стали доступны веб-поиск, цитирование источников и генератор изображений Aurora. Интересная новинка — кнопка Grok в ленте X, которая помогает получить контекст для постов и глубже разобраться в трендовых обсуждениях. Премиум-подписчики, как обычно, получат повышенные лимиты использования и первыми опробуют новые возможности.

Анонс происходит на фоне успешного раунда финансирования: xAI привлекла $5 млрд при оценке в $50 млрд — более чем двукратный рост с весны.

Google представила Willow — квантовый чип с септиллионным преимуществом

Вот уже 30 лет физики и инженеры пытаются решить главную проблему квантовых компьютеров – их чудовищную нестабильность. Чем больше кубитов, тем больше ошибок, и тем быстрее система теряет свою «квантовость».

Похоже, команде Google Quantum AI наконец удалось совершить прорыв: их новый чип Willow не просто исправляет ошибки — он делает это экспоненциально лучше при увеличении числа кубитов.

(Источник изображения)

За 5 минут Willow выполняет вычисления, на которые самому быстрому современному суперкомпьютеру потребовалось бы 10 септиллионов лет. Для понимания масштаба: это число с 25 нулями, что значительно превышает возраст нашей Вселенной.

В основе такой производительности лежит революционный подход к коррекции ошибок. Исследователи тестировали массивы кубитов разного размера: от сетки 3×3 до 7×7. С каждым увеличением размера сетки уровень ошибок не рос, а наоборот — снижался вдвое. Это то самое «below threshold» состояние, которого квантовая индустрия ждала с 1995 года, когда Питер Шор впервые предложил концепцию квантовой коррекции ошибок.

Чип был создан в специализированной лаборатории Google в Санта-Барбаре — одной из немногих в мире, построенных с нуля для производства квантовых процессоров. При 105 кубитах Willow демонстрирует лучшие в своем классе показатели стабильности: время удержания квантового состояния достигает 100 микросекунд, что в 5 раз превышает результаты предыдущего поколения чипов.

GitHub делает Copilot бесплатным

GitHub продолжает удивлять разработчиков: компания объявила о запуске бесплатной версии своего AI-ассистента Copilot. Более того, теперь инструмент будет поставляться по умолчанию с редактором VS Code. До этого момента большинству разработчиков приходилось платить от $10 в месяц — бесплатный доступ был только у студентов, преподавателей и разработчиков, поддерживающих open-source проекты.

Иллюстрация работы Copilot
Иллюстрация работы Copilot

Конечно, у бесплатной версии есть ограничения. Пользователи получат 2000 автодополнений кода в месяц, причем в этот лимит входят все предложения Copilot, а не только принятые. Также доступны только две базовые модели: Claude 3.5 Sonnet от Anthropic и GPT-4o от OpenAI (в платной версии есть еще Gemini 1.5 Pro и модели o1). Чат с ассистентом ограничен 50 сообщениями, но все расширения и навыки Copilot остаются доступными.

Решение о запуске бесплатной версии выглядит логичным: с 2021 года на рынке AI-ассистентов для кода появились серьезные конкуренты вроде Tabnine, Qodo и решений от AWS, которые уже предлагают бесплатные планы. GitHub рассчитывает использовать широкое распространение VS Code, чтобы расширить аудиторию Copilot.

Новые модели

По ощущениям, за декабрь нам представили рекордное количество новых моделей. Вот самые интересные из них.

Microsoft Phi-4: малышка с большими амбициями

Microsoft представила новое пополнение в семействе Phi — компактную модель с 14B параметров, которая удивляет своей производительностью. Несмотря на скромный размер, Phi-4 работает наравне с GPT-4o mini и Llama-3.3-70B, а на математическом бенчмарке AMC 10/12 достигает впечатляющих 91.8%, обходя даже Gemini Pro 1.5.

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Такой результат достигнут благодаря комбинации качественных синтетических и органических данных на претрейне, а также внедрению pivotal token search — метода улучшения качества генерации, который основан на поиске и оптимизации «ключевых» для правильного ответа токенов. Модель пока доступна только в ограниченном режиме на платформе Azure AI Foundry для исследовательских целей.

Meta Apollo: видео-LLM учится смотреть длинные ролики

Meta выпустила семейство видео-моделей Apollo, способных анализировать часовые видео с точным отслеживанием персонажей и сцен. Примечательно, что все три версии (1.5B, 3B и 7B) достигли превосходных результатов на LongVideoBench, несмотря на компактный размер.

Успех Apollo построен на концепции Scaling Consistency: команда протестировала 84 варианта архитектур на малых моделях и обнаружила, что найденные оптимальные решения хорошо масштабируются на более крупные версии. Среди ключевых инноваций — равномерное сэмплирование кадров, комбинированные энкодеры и постепенное размораживание компонентов при обучении.

Amazon Nova: новая линейка моделей

Amazon представила линейку моделей Nova, включающую Pro, Micro и Lite версии. Флагманская Nova Pro сопоставима по возможностям с Llama 3.2 90B и приближается к уровню Sonnet 3.5 и GPT-4o, предлагая при этом втрое более низкие цены: $0.8/1M на входе и $3.2/1M на выходе при контексте в 300К токенов.

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Младшие модели особенно впечатляют: Lite показывает результаты на уровне Gemini Flash, а Micro, хотя и уступает Haiku 3.5, демонстрирует рекордную скорость в 157 токенов в секунду. Все модели уже доступны для тестирования на LM Arena и AWS Bedrock.

Помимо базовых моделей, Amazon анонсировала Nova Premier — мультимодальную модель для сложных рассуждений, релиз которой ожидается в начале 2025 года. Также компания представила генеративные модели Nova Canvas для создания изображений и Nova Reel для работы с видео, обе со встроенными возможностями водяных знаков. В планах компании на следующий год — выпуск speech-to-speech модели и нативной мультимодальной модели. Конкуренция на поле ИИ продолжает расти.

Google Gemini 2.0: новая эра ИИ-ассистентов

Google выкатила сразу несколько мощных обновлений своего флагманского AI. Главная новинка – Gemini 2.0 Flash Thinking Experimental, модель с улучшенными способностями к рассуждениям, которая, в отличие от других подобных моделей, не скрывает процесс своих размышлений. Модель не только превосходит своего предшественника Gemini 1.5 Pro по ключевым показателям, но и работает вдвое быстрее. Главная особенность — расширенные мультимодальные возможности: теперь Flash может не только воспринимать текст, изображения и видео на входе, но и генерировать изображения вместе с текстом, а также создавать многоязычные аудио через text-to-speech.

Семейство моделей Flash (источник изображения)
Семейство моделей Flash (источник изображения)

Модель получила встроенную поддержку различных инструментов, включая Google Search и выполнение кода. Для разработчиков уже доступен новый Multimodal Live API с поддержкой потокового видео и аудио в реальном времени. Протестировать Gemini 2.0 Flash можно в AI Studio и Vertex AI, а в январе 2025 года модель появится в пользовательском приложении Gemini.

Параллельно Google представила несколько экспериментальных ИИ-агентов на базе Gemini 2.0:

  • Project Astra — универсальный ассистент с поддержкой нескольких языков, способный запоминать до 10 минут сессии и использовать Google Search, Lens и Maps.

  • Project Mariner — агент для работы в браузере с эффективностью 83.5%.

  • Jules — специализированный помощник для разработчиков, интегрирующийся с GitHub.

Отдельно стоит отметить Deep Research — инструмент для углубленного поиска информации в интернете с составлением подробных отчетов.

Veo 2: Google бросает вызов SORA

Google DeepMind представила Veo 2 — генератор видео нового поколения, превзошедший в пользовательских тестах нашумевшую SORA от OpenAI. По данным тестирования, 58.8% участников предпочли генерации Veo, особенно впечатлившись качеством роликов с едой и картографическими сценами.

Пример генерации от Veo 2
Пример генерации от Veo 2

Модель создает видео длительностью до 8 секунд в разрешении 4K, демонстрируя улучшенное понимание физики, динамики жидкостей и световых эффектов. Особое внимание уделено реалистичности движения и кинематографическим эффектам — разные линзы, освещение, управление камерой. Veo 2 доступна эксклюзивно через инструмент VideoFX, причем некоторые пользователи из листа ожидания уже получили доступ к тестированию.

Google Genie 2: игровой движок на стероидах

Еще одна новинка от DeepMind — Genie 2, ИИ-движок, способный генерировать бесконечное разнообразие интерактивных 3D-миров по одному изображению. В отличие от предшественника, который справлялся только с 2D-пространствами в духе Mario, новая версия создает полноценные трехмерные миры с реалистичной физикой, освещением и даже NPC.

Работает это впечатляюще просто: пользователь загружает картинку-промпт (можно даже концепт-арт), и Genie 2 превращает ее в играбельное окружение, которым можно управлять с помощью клавиатуры и мыши. Модель помнит все, что было показано ранее: если отвернуться от объекта и повернуться обратно, он останется на месте. А еще она может генерировать новый контент «на лету», поддерживая согласованность мира до минуты реального времени.

Особенно интересно, что в эти миры уже можно запускать ИИ-агентов. DeepMind продемонстрировала это на примере своего агента SIMA, который успешно выполнял команды вроде «открой синюю дверь» или «зайди за дом» в сгенерированных Genie 2 пространствах.

Пример работы Genie
Пример работы Genie

Технически Genie 2 — это авторегрессивная латентная диффузионная модель, обученная на большом датасете видео. На данный момент доступна только базовая недистиллированная версия. Дистиллированная будет работать в реальном времени, но с некоторой потерей качества. И да, иногда модель выдает забавные сюрпризы: то призрак в саду появится, то персонаж вместо сноубординга решит заняться паркуром.

Google представляет PaliGemma 2

И последняя модель-новинка от DeepMind в нашем списке — новое семейство мультимодальных моделей PaliGemma 2, которые способны эффективно работать с текстом и изображениями. В линейку вошли три версии: 3B, 10B и 28B параметров, каждая из которых поддерживает три разрешения — от 224×224 до 896×896 пикселей. Всего доступно девять предобученных моделей с разными комбинациями размера и разрешения.

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Технически PaliGemma 2 объединяет визуальный энкодер SigLIP-So400m с языковыми моделями Gemma 2. Модели уже протестированы на более чем 30 задачах: от простой генерации подписей к картинкам до сложного анализа рентгеновских снимков и распознавания нотных записей. И, что особенно приятно, все версии open-weight — можно свободно использовать для transfer learning и файнтюнинга.

Meta выпускает Llama 3.3: маленькая, но удаленькая

Meta представила новую версию своей языковой модели — Llama 3.3 70B, которая, несмотря на значительно меньший размер, показывает производительность на уровне своей «старшей сестры» Llama 3.1 405B. По словам Ахмада Аль-Дахле, вице-президента Meta по генеративному ИИ, такого результата удалось достичь благодаря новейшим методам пост-обучения, включая оптимизацию предпочтений в реальном времени (online preference optimization).

Модель обучена на 15 триллионах токенов и поддерживает восемь языков, включая английский, немецкий, французский и испанский. На ключевых бенчмарках, включая MMLU и HumanEval, новая Llama превосходит даже таких тяжеловесов индустрии как Gemini 1.5 Pro, GPT-4o и недавно выпущенную Nova Pro от Amazon. Особые улучшения заметны в области математики, программирования и следования инструкциям.

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Технически модель использует оптимизированную трансформер-архитектуру с Grouped-Query Attention для улучшенной масштабируемости при инференсе. Обучение проводилось с использованием supervised fine-tuning и RLHF для повышения полезности и безопасности. Модель уже доступна на Hugging Face с контекстным окном в 128К токенов, правда, для платформ с более чем 700 миллионами пользователей требуется специальная лицензия.

DeepSeek выпускает V3: китайский гигант на MoE

DeepSeek продолжает удивлять: компания представила новую версию своей языковой модели — DeepSeek V3, построенную на архитектуре Mixture-of-Experts (MoE). При общем размере в 685B параметров модель активирует только 37B для каждого токена, что делает её невероятно эффективной. На LiveBench она уже стала лучшей открытой моделью, уступая только экспериментальной gemini-exp-1206.

V3 превосходит не только Sonnet, но и GPT-4o по большинству бенчмарков. Особенно заметен отрыв в математике: на MATH-500 модель показывает 90.2%, а на AIME 2024 — 39.2%, что значительно выше результатов конкурентов. При этом обучение заняло всего 2.788M часов на GPU H800, без единого сбоя или отката.

Информация по бенчмаркам с сайта DeepSeek
Информация по бенчмаркам с сайта DeepSeek

Модель уже доступна на Hugging Face и поддерживает различные режимы запуска, включая FP8 и BF16 инференс.

DeepSeek вообще поражает своей продуктивностью: только за последний месяц компания выпустила DeepSeek 2.5, поисковую систему, DeepSeek VL2, DeepSeek-R1, и теперь V3.

Интересные открытия

Genesis: симулятор физики в 4D

19 ведущих лабораторий мира, включая Nvidia, Stanford и MIT, представили Genesis — революционный движок для симуляции физики в 4D. И хотя звучит это как очередной игровой симулятор, на деле Genesis может стать прорывом в обучении роботов: он работает в 10–80 раз быстрее существующих GPU-ускоренных платформ вроде Isaac Gym или MJX.

Пример работы Genesis
Пример работы Genesis

Чтобы оценить масштаб улучшения, достаточно одного примера: обучение робота ходьбе в Genesis занимает всего 26 секунд на RTX 4090, тогда как в реальном мире этот процесс был бы в 430 000 раз дольше. А благодаря GPU-параллелизации движок может рассчитать обратную кинематику для 10 000 манипуляторов всего за 2 миллисекунды.

В основе Genesis лежат современные солверы MPM, SPH, FEM и PBD, решающие уравнения движения и деформации объектов. Поверх них работает модель, генерирующая среды, параметры объектов и сценарии взаимодействия. Это делает Genesis мощным инструментом для создания физически точных данных, которые сложно или невозможно собрать в реальности — особенно когда речь идет о мягких роботах. С точки зрения практического применения этот релиз может оказаться даже значимее, чем нашумевшие SORA и Veo.

Почему ChatGPT боится Дэвида Майера: история одного бага

Пользователи ChatGPT обнаружили забавную особенность: если спросить бота о некоем «Дэвиде Майере», он мгновенно зависает. Попытки обойти эту блокировку или схитрить не приносят результата — бот упорно отказывается даже упоминать это имя.

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Как выяснилось позже, Майер не одинок: ChatGPT также «боится» Брайана Худа, Джонатана Терли, Дэвида Фабера и нескольких других персон.

Расследование показало интересную связь: все эти люди так или иначе связаны с «правом на забвение». Например, Брайан Худ — австралийский мэр, который обвинил ChatGPT в ложном описании его как преступника, тогда как на самом деле он просто сообщил о преступлении. Джонатан Зиттрейн — юрист, специализирующийся на праве на забвение, а Гвидо Скорца входит в совет итальянского управления по защите данных.

А вот с Дэвидом Майером история особенная. Профессор Майер, преподававший историю драмы, столкнулся с тем, что его имя использовал в поддельных документах разыскиваемый преступник. Из-за этого профессору даже запретили путешествовать, и он постоянно боролся за то, чтобы его имя не ассоциировалось с террористом. Похоже, что у ChatGPT есть специальный список имен, требующих особого обращения, и этот список каким-то образом был поврежден неисправным кодом.

Hugging Face запускает бесплатный курс по файнтюнингу

Hugging Face представили открытый практический курс по настройке языковых моделей. В программе — все самые актуальные техники: от базового файнтюнинга с учителем до современных методов DPO и ORPO. Особенность курса в том, что все примеры построены на малых моделях серии SmolLM2, которые можно запустить даже на домашнем компьютере.

(Источник изображения)

Курс разбит на восемь модулей, охватывающих разные аспекты настройки моделей: от обучения следованию инструкциям до работы с мультимодальными моделями и синтетическими датасетами. Каждый модуль включает практические задания, которые можно выполнить без дорогостоящего оборудования или платных сервисов.

Интересно, что курс развивается по принципу open source: любой участник может внести свой вклад через pull request, добавив собственные примеры или улучшив существующие материалы. Находка для тех, кто хочет погрузиться в практический AI без лишних затрат.

За 128 лет вычисления усовершенствовались в 1,000,000,000,000,000,000,000 раз

В сети появился обновленный график закона Мура, демонстрирующий поразительный прогресс в области вычислений. За последние 128 лет производительность на доллар выросла в секстиллион раз (на секундочку, число с 21 нулем). Что особенно интересно — этот рост происходил независимо от состояния экономики, задолго до того, как сооснователь Intel Гордон Мур заметил эту тенденцию в 1965 году.

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График показывает, как менялись технологии: от первых интегральных схем до современных ASIC. Особенно заметен недавний переход лидерства от GPU (зеленые точки) к ASIC (желтые и оранжевые). Архитектура NVIDIA Hopper стала своего рода переходным видом — это уже не совсем GPU, но еще не полноценный ASIC, оптимизированный под 8-битные вычисления для AI-моделей.

Авторы исследования считают этот график «самым важным из когда-либо созданных». По их мнению, каждая индустрия в конечном счете станет информационным бизнесом. Например, через 20 лет конкурентоспособность фермера будет зависеть не от качества работы, а от того, как он использует информацию — от спутниковых снимков для оптимизации полей до генетического кода семян. И такие изменения ждут все отрасли по мере того, как IT проникает в экономику.

Новые инструменты

Для работы с контентом

Meta Video Seal: защита от дипфейков

Meta выпустила открытый инструмент для водяных знаков на сгенерированных ИИ видео, устойчивый к распространенным видеоэффектам и сжатию. Чтобы продемонстрировать его эффективность на фоне других решений для маркировки контента, компания выложила на GitHub бенчмарк Omni Seal Bench.

Процесс размещения цифровых водяных знаков для видео (источник изображения)
Процесс размещения цифровых водяных знаков для видео (источник изображения)

Midjourney: быстрая кастомизация

В Midjourney обновили систему настройки моделей: теперь для эффективной персонализации требуется меньше оценок изображений, появилась поддержка мудбордов и возможность создавать несколько профилей моделей.

Regenbogen: навигатор цветовых палитр

Инструмент для просмотра цветовых палитр в различных R-пакетах с возможностью подбора оптимальной палитры для конкретного типа графика. Включает детальную информацию и готовый код для копирования.

HunyuanVideo: видеогенерация от Tencent

Tencent выпустила опенсорс AI-модель для продвинутой генерации видео с инновационным видео-аудио синтезом и эффективными техниками масштабирования. Модель превосходит несколько коммерческих аналогов по качеству визуала и движения.

MarkItDown: конвертация в Markdown

Опенсорс-библиотека от Microsoft для конвертации широкого спектра форматов файлов (PDF, PowerPoint, Word, Excel, HTML, изображения, аудио) в Markdown.

Для разработчиков

ensure: умное тестирование для R

Новый R-пакет, предоставляющий возможности юнит-тестирования с использованием LLM.

Пример работы ensure
Пример работы ensure

skimpy: продвинутая статистика

Инструмент для получения расширенной статистики о переменных в pandas или Polars фреймах прямо в консоли или интерактивном окне Python. Улучшенная версия pandas df.describe().

Replit Assistant: AI-помощник для всех

Обновленный AI-ассистент и агент от Replit, теперь доступный всем пользователям. Позволяет модифицировать код и разрабатывать ПО с помощью естественно-языковых промптов, использует новую модель ценообразования на основе чекпойнтов.

Иллюстрация работы Replit
Иллюстрация работы Replit

Devin: AI-инженер как сервис

Cognition Labs запустила Devin — ИИ-инженера, способного выполнять сложные задачи программирования. Доступен для индивидуальных разработчиков и команд по подписке, с дополнительными опциями для предприятий.

Для удобства

Project Mariner: веб-серфинг от Google

Google представила AI-агента, способного взаимодействовать с веб-страницами от имени пользователя. Агент на базе Gemini может управлять браузером Chrome, заполнять формы и выполнять задачи вроде составления списка покупок или поиска авиабилетов. Правда, данные платежных карт он пока не заполняет.

Reddit Answers: AI-помощник для поиска

Reddit с некоторым опозданием, но наконец анонсировал AI-интерфейс для поиска информации по всем обсуждениям платформы. Система предоставляет структурированные ответы со ссылками на релевантные сообщества и посты, позволяя легко углубляться в интересующие темы.

DataJourney: управление данными

Опенсорс тулкит для управления данными с акцентом на дизайн, упрощающий рабочие процессы с помощью модульных, воспроизводимых решений.

xlDuckDb: SQL в Excel

Интеграция DuckDB с Excel, позволяющая выполнять SQL-запросы прямо в таблицах с выводом результатов в обычные ячейки.

Свежие исследования

Заканчиваем подборкой исследований на разные темы, чтобы вы не заскучали на новогодних праздниках.

Anthropic об агентных системах: руководство к действию

О чем: Anthropic представили практическое руководство по созданию эффективных AI-агентов. Исследователи разграничивают агентов и воркфлоу, описывают базовые паттерны построения (prompt chaining, routing, parallelization) и подчеркивают важность простоты и прозрачности в дизайне агентных систем.

Ссылка на исследование

Игра в донора: тест на кооперацию

О чем: DeepMind провели эксперимент по оценке способности AI-моделей к сотрудничеству через «Игру донора». Только Claude 3.5 Sonnet показал стабильные социальные паттерны, в то время как Gemini и GPT-4o предпочли эгоистичные стратегии даже при введении штрафов.

Ссылка на исследование

Процесс «Игры донора» с культурной эволюцией. В первой генерации создаются 12 агентов с помощью стратегии. Они играют 12 раундов игры, где выбирают, кому сделать пожертвование. 50% агентов с лучшими результатами переходят в следующую генерацию. Из них инициализируются 6 новых агентов, которые используют выжившие стратегии. Процесс повторяется 10 раз.
Процесс «Игры донора» с культурной эволюцией. В первой генерации создаются 12 агентов с помощью стратегии. Они играют 12 раундов игры, где выбирают, кому сделать пожертвование. 50% агентов с лучшими результатами переходят в следующую генерацию. Из них инициализируются 6 новых агентов, которые используют выжившие стратегии. Процесс повторяется 10 раз.

Switti: новый подход к генерации изображений

О чем: Yandex Research представили модель, работающую в 7 раз быстрее диффузии при сопоставимом качестве. Switti использует авторегрессивный подход, прогнозируя не следующий токен, а следующий масштаб, что позволяет генерировать изображения за 0.1 секунды.

Ссылка на исследование

Сократовское обучение для AI

О чем: DeepMind предложили метод Boundless Socratic Learning, где внешний учитель заменяется внутренним взаимодействием агентов через «сократовские игры». Подход включает систему с главным критиком и прокси-ревард моделью для дополнительного обучения.

Ссылка на исследование

cDPO: критические токены в alignment

О чем: Tencent AI Lab и университет Цинхуа представили новый метод alignment'а, основанный на поиске критических токенов в цепочках рассуждений. Метод cDPO автоматически определяет токены, влияющие на качество ответов, и использует их для оптимизации модели.

Ссылка на исследование

Влияние критических токенов на траектории рассуждений. Токен «owed» приводит к неправильным логическим умозаключениям, и, соответственно, — к ошибочным ответам. Напротив, декодирование альтернативных токенов, таких как «paid», значительно повышает точность рассуждений, позволяя модели выдавать правильные ответы.
Влияние критических токенов на траектории рассуждений. Токен «owed» приводит к неправильным логическим умозаключениям, и, соответственно, — к ошибочным ответам. Напротив, декодирование альтернативных токенов, таких как «paid», значительно повышает точность рассуждений, позволяя модели выдавать правильные ответы.

Учебник по reinforcement learning от Google DeepMind

О чем: Кевин Мерфи выпустил компактное 114-страничное пособие по обучению с подкреплением, охватывающее все ключевые концепты — от базовых алгоритмов вроде SARSA до применения RL в современных LLM и достижении AGI.

Ссылка на исследование

GenCast: AI-прогноз погоды от DeepMind

О чем: DeepMind представили модель GenCast, превосходящую традиционные системы прогнозирования погоды. Используя исторические данные, модель генерирует более точные и быстрые прогнозы, особенно для экстремальных погодных явлений.

Ссылка на исследование

INTELLECT-1: глобальный эксперимент

О чем: PRIME Intellect выпустили первую 10B-параметровую модель, обученную совместными усилиями по всему миру. Проект демонстрирует потенциал децентрализованного, community-driven обучения с инновациями в распределенных фреймворках.

Ссылка на исследование

JetFormer: унифицированная генерация

О чем: Представлен авторегрессивный декодер-трансформер, объединяющий генерацию изображений и текста без предобученных компонентов, достигая конкурентного качества в text-to-image задачах.

Визуализация обучения JetFormer с принуждением учителя
Визуализация обучения JetFormer с принуждением учителя

Ссылка на исследование

NAMMs: эволюция трансформеров

О чем: Neural Attention Memory Models улучшают эффективность трансформеров через обучение управлению памятью, что позволяет лучше работать с контекстом и осуществлять zero-shot перенос.

Ссылка на исследование

Structured 3D Latents: новый подход к 3D

О чем: Метод использует унифицированное структурированное латентное представление для создания качественных 3D-ассетов с гибкими форматами вывода и возможностями локального редактирования.

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Автоматический анализ дефектов ПО

О чем: Исследование определяет ключевые аспекты применения AI для обнаружения программных дефектов, используя качественный, описательный и неэкспериментальный подход.

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AI в геонауках

О чем: Обзор того, как AI трансформирует понимание земных систем, включая атмосферу, литосферу, гидросферу и криосферу. Исследование показывает беспрецедентное ускорение в понимании взаимодействий между различными сферами Земли.

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Наблюдения, гипотезы и прогнозы в области геонаук с помощью ИИ
Наблюдения, гипотезы и прогнозы в области геонаук с помощью ИИ

Практические аспекты агентных систем

О чем: Работа предлагает практические рекомендации по созданию и развертыванию надежных LLM-агентов, основываясь на опыте исследовательского сообщества.

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Заключение

Декабрь наглядно показал, что индустрия ИИ движется к более зрелому этапу развития. На смену гонке за размером моделей приходит поиск эффективных решений и практического применения технологий. Особенно радует, что многие достижения становятся доступными через открытые реализации, позволяя исследователям и разработчикам по всему миру участвовать в развитии технологий.

На этом у нас все! Спасибо за прочтение и с наступающим Новым годом!🎄

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Источник

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

  • 17.10.25 21:42 marcushenderson624

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

  • 21.10.25 08:39 debby131

    Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.

  • 21.10.25 11:45 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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 22.10.25 07:36 donnacollier

    HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /

  • 22.10.25 11:59 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

  • 22.10.25 11:59 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

  • 22.10.25 16:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 06:40 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

  • 24.10.25 06:40 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

  • 24.10.25 06:54 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

    If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]

  • 25.10.25 05:05 victoriabenny463

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  • 25.10.25 10:13 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

  • 25.10.25 10:13 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

  • 26.10.25 01:03 Christopherbelle

    A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.

  • 26.10.25 18:09 victoriabenny463

    A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)

  • 27.10.25 11:15 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

  • 27.10.25 11:15 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

  • 27.10.25 17:08 raymondgonzales

    Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number  +18737715701 Good Day.

  • 27.10.25 17:20 fatimanorth

    The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.

  • 28.10.25 00:55 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

  • 28.10.25 00:55 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

  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 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

  • 29.10.25 10:56 wendytaylor015

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  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 elizabethrush89

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  • 31.10.25 13:25 Lillian Lizzy

    THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.

  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 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

  • 01.11.25 03:27 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

  • 01.11.25 15:47 kattygates

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  • 01.11.25 15:49 kattygates

    I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.

  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 15:23 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

  • 02.11.25 15:23 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

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