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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.

(Источник изображения)

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

  • 30.03.25 06:22 grace111

    I recommend Marie ([email protected] and WhatsApp: +1 7127594675) for recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment sites because they are very knowledgeable in the industry and will reimburse all of your money. I can say with confidence that she was the only one who was able to credit my account with $52,760 of the money that had gone missing, based on my prior transactions with them. She was the only one who could. Since they are the only ones that can fully return your missing funds to your account without any deductions, I sincerely appreciate their job and am recommending her to you today.

  • 31.03.25 11:00 maryjul75

    Fast Agent Recovery is a consulting firm that specializes in the recovery of assets from financial fraud. We know how to recover your funds and we have helped thousands of scam victims from around the world to recover their money. If you are a victim of Binary Options fraud, Forex fraud, Bitcoin fraud, Dating scams or one of the many other the online fraudulent practices that permeate the internet then file a complaint on www.fastrecoveryagent,.com to get an assessment if we can help you get your money back too. File a complaint: https://www.fastrecoveryagent.com/

  • 02.04.25 23:16 frederickhandy

    **Reclaim Crypto & Bitcoin Losses - CALL HACKATHON TECH SOLUTIONS**

  • 02.04.25 23:18 frederickhandy

    Trace Your Lost Crypto: Reclaim Bitcoin Losses - Visit HACKATHON TECH SOLUTIONS If you have invested your hard-earned crypto funds or money in some online Platform and now you can't withdraw OR they just disappeared with your crypto, it can be so frustrating and disheartening. However, there are steps you can take to increase your chances of recovering your funds from these unscrupulous individuals. One option you can consider is reaching out to HACKATHON TECH SOLUTIONS, a reputable and reliable cryptocurrency recovery service that specializes in helping individuals recover lost or stolen cryptocurrencies. They have a team of experts who are experienced in dealing with various types of cryptocurrency recovery cases and have a high success rate in recovering lost funds for their clients. Their services are secure, confidential, and efficient, making them one of the best options for anyone in need of cryptocurrency recovery assistance. Get in touch with HACKATHON TECH SOLUTIONS via below contact details. Whatsapp: +31 6 47999256 Website:https://hackathontechsolutions.com Telegram: @hackathontechsolutions Email: [email protected]

  • 03.04.25 07:57 messijohn

    "XRP Stolen by Fake Trading Platform? Here’s How I Got Mine Back; I was scammed by a fake trading platform and lost my XRP, but thankfully, Sylvester Bryant helped me recover it. His expertise in asset recovery is unmatched, and I highly recommend him if you’ve been a victim of an online scam. You can reach out to Sylvester for professional assistance via: 📧 Email: Yt7cracker@gmail. com 📞 WhatsApp/Text: +1 (512) 577-7957 He’s trustworthy, skilled, and has helped many people recover their stolen crypto from various scams. Don’t hesitate to contact him if you need help!"

  • 03.04.25 10:58 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

  • 03.04.25 10:58 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 His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.04.25 09:49 mkihn634

    When my $870,000 Bitcoin investment was trapped in the crumbling ruins of an offshore exchange, I felt as if my financial future had been buried at sea. It was meant to be my safety net, a shield against life’s uncertainties, but now it seemed like nothing more than a digital ghost. Each news update about the exchange's insolvency hit me like a tidal wave, dragging my hope under. It was a sleepless night, scanning through horror stories in forums as other people were losing everything. I could see my dreams flying out the window. That is until a former client, who had weathered a similar storm, said GRAYWARE TECH SERVICES in a hushed but confident tone. "They are the best there is," he said. "They were like detectives and lawyers.". Desperation drove me to call them, and in the initial discussion, I knew I was dealing with experts who had experienced everything. Their legal experts were well-versed with international financial rules like the back of their hands. They deciphered the network of shell corporations and offshore locations quicker than I could update my email. Their technical team, no less relentless, followed the transaction trails with precision akin to a surgeon. What impressed me most was their thoroughness. Every update came with legal documentation so polished it looked fit for a courtroom. They liaised with authorities across borders, cutting through red tape with the precision of a seasoned diplomat. When obstacles arose, and they did, the team adapted without breaking stride. Their persistence became my anchor. Exactly 27 days after my initial call, I received an email that made my heart skip. My Bitcoin had been recovered and safely transferred to my new secure wallet. I stared at the screen, tears mixing with disbelief and relief. GRAYWARE TECH SERVICES not only retrieved my money but also restored my faith in getting finances. They guided me through the entire process of protecting my assets in this unstable world known as the online space. I now sleep soundly knowing that an impenetrable system shields my backside, thanks to their assistance. Their legal acumen is as sharp as their technological prowess. I owe my financial future to their tireless work. They truly are the guardians of the digital age. You can reach them on web at ( https://graywaretechservices.com/ )    also on Mail: ([email protected]) whatsapp (+18582759508)

  • 06.04.25 02:29 famousmullica

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  • 06.04.25 11:30 maryjul75

    As at September this year I got scammed by a fake investment broker, they took my savings, happiness, health, hope, trust and left me in tears and agony. My next thought was capitalized on suicide attempts, I also tried two different hackers who lured me to borrow for my colleagues but yet another scam. I saw a link on my Facebook group which I joined and luckily I came across www.fastrecoveryagent.com, they work in hand with the FBI in the united states. So I reported my case with evidence of payment made to the so-called investment broker, the ic3 investigator's carried out investigation to confirm if I was also tell the truth and after they must have concluded on my case I received back my money. I'm so grateful for your help today, words alone can't show how Happy and Alive I'm ever since I came across your great works. Thanks once more.

  • 07.04.25 11:16 Lindaporche5

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  • 07.04.25 11:16 Lindaporche5

    They froze my $275K in Bitcoin. Blockchain cyber retrieve took actions. Running a startup in Nigeria is already a wild ride power cuts, red tape, and FX rates that dance like Afrobeats. But the day the government banned crypto transactions? Game over. My funds were locked in an exchange wallet. No access, No help I tried everything VPNs, New accounts Support bots. Nothing changed, Then someone in a Signal group dropped the name: BLOCKCHAIN CYBER RETRIEVE. These folks didn’t fight the exchange they outsmarted it. Peer-to-peer protocols. DeFi tools. Secure escrow networks. Nine  days later, I got the email “Wallet restored. Check your balance. Every Single Satoshi. Was back. Since then? Fully decentralized, Unbothered, Unbanked. Whenever new laws try to stifle African innovation, I just sip palm wine and say: Let them try. We’ve got BLOCKCHAIN CYBER RETRIEVE now.” CONTACT THEM: Whatsapp +1, 5,2,0, 5,6,4, 8,3 0 0  Email: B L O C K C H A I N C Y B E R R E T R I E V E @ P O S T . C O M  OR   SUPPORT @ B L O C K C H A I N C Y B E R R E T R I E V E .O R G

  • 07.04.25 18:09 rashmiramesh

    I was introduced to crypto by my son a few years ago, I invested in USDT and BTC using Binance, I have several accounts including personal bank accounts so I was unable to keep up with all of them and ended up forgetting my secret codes used in accessing the account, I asked my son to help me since he had introduced me Crypto, unfortunately he gave me bad news that I had lost my investment, I was so heartbroken considering I had invested my life saving of $70,700, I narrated my ordeal to one of my friends who happened to know someone who had a similar experience, so after I met him he directed to where he got help, he told me that LEE ULTIMATE HACKER who were able to help him with his recovery problem, I quickly contacted them to help me with my lost funds, I was a bit skeptical about it coz of what I had gone through the last few days, the frustration and anxiety was getting to me, after contacting LEE ULTIMATE HACKER one of their team members took me through the recovery process explaining on how it works and what was required from my end ,he informed me that it would take 12 hours for my funds to be recovered, I was so anxious but they assured me that all will be well and soon enough I will be able to have full control of my wallet, true to their word LEE ULTIMATE HACKER team were able to recover my wallet and I was able to access and change my log ins to my wallet, I was so happy and I couldn’t believe it I logged in and out of my account a few times just to be sure, for any lost crypto contact LEE ULTIMATE HACKER via LEEULTIMATEHACKER @ AOL . COM telegram: LEEULTIMATE wh@tsapp +1 (715) 314 - 9248 the solution to all your recovery problems.

  • 07.04.25 18:32 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: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover

  • 07.04.25 18:32 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: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover

  • 07.04.25 21:03 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 His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 08.04.25 03:00 natashaohnson

    Working in conflict zones means improvising. When normal banking channels failed us, our NGO relied on Bitcoin to buy medical supplies directly. It worked, until a missile strike took out our field office, along with the hardware wallet that stored $410,000 in funds. Overnight, our ability to deliver life-saving aid is paralyzed. Amidst the chaos, I reached out to contacts in the humanitarian world. A UN aid worker whispered a name: Cyber Constable Intelligence. "They're the ones who can help you recover lost crypto," he assured me. Despair and hope clashed as I dialed their team on a satellite phone in a conflict zone. What followed was nothing short of a virtual rescue mission. Cyber Constable Intelligence's blockchain forensic experts didn't simply "recover" our assets; they improvised a fix like battlefield medics performing triage. They tracked our wallet's blockchain timestamps, reconstructing lost credentials from synced backups and transaction history. Working under direst duress, we communicated information between spotty internet and backup power sources. Cyber Constable Intelligence team members improvised, rendering security protocols impenetrable as they worked through the jurisdictional nightmares of working within war zones. Every update from them was a pulse that kept our mission alive. After our last available backup failed, they instituted a complex cryptographic reconstruction technique, a process I still don't understand, but it worked. Twelve days later, my satellite device displayed a message: "Access restored. Funds secured." It was not money. It was bandages, antibiotics, clean water, and hope. Thanks to Cyber Constable Intelligence, we replenish our medical supplies, ensuring that patients, innocent victims who had been caught in the crossfire, received the treatment they deserved. More than restoration, they advised us on decentralized storage and multi-signature security for long-term durability. We don't simply utilize Bitcoin presently; we utilize it astutely. Now, each time I sign a crypto transaction, I remember that minute, receiving life-saving medication that might not have come but for this group. In times of war, not every hero wears a uniform. Some carry keyboards, hunting down lost assets and securing humanitarian aid. Cyber Constable Intelligence not only restored our crypto, they kept our mission in the battle. If you think Bitcoin is just an investment, think again. To us, it's a lifeline. CYBER CONSTABLE INTELLIGENCE INFO: WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com Email Info [email protected] Telegram Info: https://t.me/cyberconstable

  • 10.04.25 23:26 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. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.04.25 23:27 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. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 00:48 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. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 03:20 edwardoelliott6

    PROFESSIONAL MONEY RECOVERY AGENCY → FOLKWIN EXPERT RECOVERY. Hi, I’m sharing my ordeal today because I know many of you could be in the same situation, and I want to help you avoid the same mistake I made. A little over a month ago, I came across what seemed like an incredible deal for a movie streaming service. They promised all the latest movies, TV shows, and exclusive content for a very reasonable price. They were offering an annual subscription for just $39,000, which seemed like a great deal at the time when compared to some of the larger streaming services out there. I should’ve known something was off from the start. The website looked pretty legitimate, had professional graphics, and even customer reviews that were mostly positive. But there were no big, recognizable brand names behind it, and the service was claiming to have content from major studios, which raised a red flag I didn't fully process. Still, the deal was tempting, and after doing a quick search online (which, in hindsight, wasn’t thorough enough), I decided to go ahead and sign up. I paid the $39,000 upfront for the annual subscription, thinking that I was getting access to all the movies and shows I’d ever wanted. At first, everything seemed fine. I received an email confirming my subscription and even a receipt. But a few days later, when I went back to the site to browse content, I couldn’t get in. The site was down, and there was no way to contact anyone. I waited a few days, hoping it was just a technical issue. But then, I started doing some more research and realized that others had fallen victim to the same scam. The website had disappeared, and no one could find any trace of the company behind it. I was furious. I had just lost $39,000, and it seemed like there was no way to get it back. That's when I came across Folkwin Expert Recovery. They specialize in helping people recover funds from online scams like this. I was skeptical at first, but after reading reviews and seeing their success stories, I decided to give them a try. The team at Folkwin Expert Recovery was extremely professional. They asked for all the details about my transaction, including the payment method, and got to work right away. Within just a few days, I received updates from them, and eventually, they successfully recovered my $39,000. It felt like a huge weight was lifted off my shoulders. I honestly didn’t think it was possible to get my money back, but thanks to Folkwin Expert Recovery, I did. If you ever find yourself in a similar situation, I highly recommend reaching out to them. FOLKWINEXPERTRECOVERY(at)TECH-CENTER.C OM, TELEGRAM: @FOLKWIN_EXPERT_RECOVERY . They made the process simple and stress-free, and they delivered on their promises. Just remember to always be cautious when dealing with online subscriptions, especially if something feels too good to be true. Stay safe out there! Best Regards, Edward O. Elliott.

  • 11.04.25 08:10 Beatrice Gallagher

    I was defrauded of $78,000 by an individual I met online who was involved in a fraudulent investment endeavour. I initiated a search for legal assistance to retrieve my funds, and I encountered numerous testimonies regarding a criminal named RecoveryHacker101. I contacted them and provided the requisite information. The experts were able to locate and assist in the recovery of my misappropriated funds within approximately 36 hours. The fraudster was apprehended and apprehended by local authorities in his region, which is a source of immense relief for me. I trust that this information will be beneficial to the numerous individuals who have fallen victim to these fraudulent online investment scams. Their professional services are highly recommended for those in need of prompt and effective recovery assistance. If you require their services, you may only contact them via email at RecoveryHacker101[at]gmail[dot]com.

  • 13.04.25 01:13 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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 13.04.25 01:13 michaeldavenport218

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  • 14.04.25 23:44 elizabethrush89

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  • 18.04.25 20:39 michaeldavenport218

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  • 20.04.25 17:22 patricialovick86

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  • 20.04.25 17:22 patricialovick86

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  • 21.04.25 03:51 gleerandon

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  • 21.04.25 12:19 michaeldavenport218

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  • 24.04.25 18:17 Mary Perez

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  • 25.04.25 15:44 Sharo2025

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  • 26.04.25 19:01 ashlyncarson

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  • 27.04.25 02:41 elizabethrush89

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  • 27.04.25 02:41 elizabethrush89

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  • 29.04.25 12:10 walterkeith2004

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  • 30.04.25 22:56 thomaslilley99

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  • 01.05.25 06:40 armand231101

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  • 01.05.25 14:46 kookersylvia81

    Through Telegram, I've finally had the opportunity to witness genuine professionalism with DuneNectarWebExpert. This experience has renewed my trust in people and strengthened my conviction in the significance of persistence and empathy. As a long-standing physician practicing in Atlanta, Georgia, I've treated numerous patients who have been victimized, their lives irreversibly altered by the damaging consequences of entrusting the wrong person with their private and financial details. One of my patients suggested that I seek help from DuneNectarWebExpert. From the instant I contacted ( Support (@) Dunenectarwebexpert (.) C0M ), I was met with comprehension, as they grasped the emotional distress caused by an online romance scam. Their professionalism, compassion, and commitment to rectifying the injustices suffered by scam victims, including myself and many others, were evident. Their team, comprised of cybersecurity professionals and digital investigation specialists, promptly evaluated the situation and developed a thorough plan to retrieve my lost funds. I would not be writing this epistle if I had not achieved the outcome I anticipated when I engaged DuneNectarWebExpert services. The process was challenging, as these fraudsters actively resisted efforts to recover my scammed crypto funds successfully. At the end of everything, it was all a success, and I am forever grateful to my patient and the team of DUNENECTARWEBEXPERT for their aid in my life and my family's. Please deal with DUNENECTARWEBEXPERT directly via their officials: https:// dunenectarwebexpert . com/ Telegram, DuneNectarWebExpert.

  • 01.05.25 20:59 elizabethrush89

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  • 03.05.25 05:01 melissaholroyd

    "The breakthrough came when they traced the stolen BTC to a lesser-known Pakistani exchange. By collaborating with Interpol and Pakistani authorities, they managed to freeze the exchange account that held the bulk of my stolen coins. Although 0.3 BTC had already been liquidated, 3.2 BTC ($128,000) was successfully recovered and returned to me within 12 days. As for the people behind the scam, the click farm’s operators are now facing fraud and money laundering charges. I’m incredibly grateful for the hard work of Tech Cyber Force Recovery. They didn’t just help me recover my funds, they sent a clear message that scams like this won’t go unpunished. It’s a reminder that while the crypto space can be risky, there are Tech Cyber Force recovery teams out there who will fight to bring justice. WhatsApp +1 561 726 36 97 telegram (@)Techcyberforc

  • 03.05.25 12:24 ratty clara

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  • 08.05.25 03:35 jwright70

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  • 13.05.25 19:18 canemarcus0

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  • 13.05.25 19:24 graceharrison09

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  • 13.05.25 20:21 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

  • 13.05.25 20:21 wendytaylor015

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  • 14.05.25 14:45 Clarkanderson

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  • 14.05.25 14:45 Clarkanderson

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  • 14.05.25 14:45 Clarkanderson

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  • 16.05.25 14:18 patricialovick86

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  • 16.05.25 14:18 patricialovick86

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  • 17.05.25 18:33 marywilliam3544

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  • 19.05.25 05:42 kylebro

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  • 20.05.25 11:40 robertalfred175

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  • 20.05.25 11:40 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 Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.05.25 17:55 Juliuslaurence1

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  • 30.05.25 05:03 kevinpatmore2

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  • 01.06.25 17:55 springthorpecameron5

    After losing $153,000 to a fake investment platform on Telegram, I found myself under immense pressure due to both the financial loss and my ongoing cancer treatment. Desperate to recover my stolen cryptocurrency, I researched viable options and discovered Ruder Cyber Tech Sleuths, a registered Bitcoin and USDT Recovery Agency with a strong reputation. Their impressive record of successful recoveries and positive reviews gave me hope. Despite my initial doubts, reaching out to them was a pivotal moment in my recovery journey. The process was complex, but their dedication, advanced technology, and professionalism were evident. I highly recommend their services to anyone who has fallen victim to scams. Ruder Cyber Tech Sleuths are truly exceptional and provide hope in an often dishonest world. [email protected] [email protected] whatsapp: +12132801476 Telegram : @rudercybersleuths

  • 02.06.25 16:01 wendytaylor015

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  • 02.06.25 16:01 wendytaylor015

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  • 03.06.25 22:21 [email protected]

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  • 06.06.25 18:43 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at [email protected] or on WhatsApp at ‪+44 736 644 5035‬.

  • 08.06.25 12:49 jack67667766

    Jasmine Lopez es una experta en recuperar criptomonedas robadas, como Ethereum y USDT. Ella usa métodos efectivos que la hacen una buena ayuda para quienes han sido víctimas de robo. Un cliente que perdió 908 mil euros acudió a ella, y en un día, Jasmine logró devolverle toda la cantidad. Esto trajo gran alivio al cliente. Ella tiene como objetivo ayudar a otros en situaciones similares y está lista para ofrecer apoyo. Si necesitas ayuda para recuperar fondos perdidos, puedes contactarla por correo electrónico en [email protected] o por WhatsApp al número ‪+44 736 644 5035‬.

  • 09.06.25 19:49 garnierroux

    CRYPTO RECOVERY COMPANY: CONTACT iBOLT CYBER HACKER RECOVERY COMPANY I was a victim of a cryptocurrency scam and thought I had lost everything. After doing some research, I came across iBOLT CYBER HACKER RECOVERY COMPANY and decided to give them a try. To my surprise, they were extremely professional, responsive, and knowledgeable from the start. Their team worked diligently to trace the stolen funds, and within a short time, they were able to recover a significant portion of my lost crypto. I couldn’t believe it — something I thought was gone forever was returned to me. If you've lost money to a crypto scam, I highly recommend contacting iBOLT CYBER HACKER RECOVERY COMPANY. They truly deliver on what they promise. — Satisfied Client . EMAIL: [email protected]/ . WHTSAPP: +39 351 105 3619 . TELEGRAM: t.me/iboltcyberhackservice . WEBSITE: https://iboltcyberhack.org/

  • 21.06.25 04:37 jamesgrant

    The emergence of cryptocurrencies has revolutionized the financial landscape, yet it has also given rise to significant challenges, particularly concerning security and the potential for loss of assets. In this context, individuals often seek assistance from entities called SCANNER HACKER CRYPTO RECOVERY, which purport to employ sophisticated techniques to reclaim lost Bitcoin (BTC) from compromised wallets or exchanges. However, while the allure of recovering lost assets can be compelling, it is imperative to approach these services with a critical lens. The cryptocurrency ecosystem is rife with scams and fraudulent schemes, ranging from phishing attacks to outright theft; thus, due diligence is paramount. Scholars and practitioners in the field must advocate for more robust security measures, educate stakeholders on the inherent risks of cryptocurrency ownership, and promote best practices in digital asset management to mitigate the likelihood of loss. Furthermore, effective policymaking to regulate these recovery services, hold malicious actors accountable, and protect consumers is essential to fostering a safer environment in the rapidly evolving world of digital currencies. You can communicate with SCANNER HACKER CRYPTO RECOVERY Via Email: [email protected] Web: https://scannerhacktech.com/ Whatsapp: +1 431 801 7493

  • 23.06.25 15:44 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] Capital Crypto Recover 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

  • 23.06.25 15:44 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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

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  • 24.06.25 04:12 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:14 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:14 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:18 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:23 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 25.06.25 22:56 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 26.06.25 20:33 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 00:46 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 22:31 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 28.06.25 00:46 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. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.06.25 00:46 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. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.06.25 07:39 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 29.06.25 11:52 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

  • 30.06.25 15:06 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

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