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Как ИИ помогает исследовать мозг, а роботы научились понимать трехмерный мир: топ-10 исследований ИИ за март 2025

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Привет, Хабр! Предлагаю взглянуть на десять исследований в области искусственного интеллекта (ИИ), которые особенно запомнились мне в прошлом месяце: мультимодальная Qwen2.5-Omni, автоматизированные ИИ-лаборатории, новые подходы к медицинской симуляции и нейровизуализации мозга. Постарался изложить обо всем кратко и простыми словами.

Если хотите быть в курсе новейших исследований в области искусственного интеллекта, воспользуйтесь Dataist AI - бесплатным ботом, ежедневно обозревающим свежие научные публикации.

А также подписывайтесь на мой Telegram-канал, где я делюсь инсайтами из ИИ-индустрии, советами по внедрению ИИ в бизнес и разработке ИИ-стартапов, а также комментирую важнейшие новости. Поехали!

1. Qwen2.5-Omni

Большие языковые модели (LLM) уже умеют решать текстовые задачи, писать код и переводить документы, но человек-то ориентируется не только в тексте - мы видим мир, слышим звуки, одновременно воспринимаем речь, видео, изображения, и даже говорим в ответ. Создать ИИ, который в реальном времени объединяет все эти модальности, - очень серьезный вызов. Нужно синхронизировать аудио и видео, уметь быстро реагировать и при этом не терять качество при разных задачах.

Qwen2.5-Omni - это единая  модель, способная обрабатывать различные типы данных (текст, аудио, изображение, видео) и выдавать ответы в виде текста или речи в реальном времени
Qwen2.5-Omni - это единая модель, способная обрабатывать различные типы данных (текст, аудио, изображение, видео) и выдавать ответы в виде текста или речи в реальном времени

Так разработчики Qwen2.5-Omni предложили архитектуру Thinker-Talker. «Thinker» (модуль «мозга») обрабатывает любой вход - аудио, видео, изображения, текст - а «Talker» (модуль «речи») генерирует голосовой ответ, используя отдельный декодер. Это, по задумке, предотвращает «перекрестное загрязнение», когда текст может мешать аудиовыходу и наоборот.

Qwen2.5-Omni использует архитектуру Thinker-Talker: Thinker отвечает за генерацию текста, а Talker, получая высокоуровневые представления от Thinker, генерирует потоковые речевые токены.
Qwen2.5-Omni использует архитектуру Thinker-Talker: Thinker отвечает за генерацию текста, а Talker, получая высокоуровневые представления от Thinker, генерирует потоковые речевые токены.

Чтобы все эти виды данных корректно объединялись во времени и пространстве, придумали TMRoPE (Time-aligned Multimodal RoPE) - своеобразный 3D-механизм позиционного кодирования: аудио контент разбивается на короткие 40-мс сегменты, а видео токенам присваиваются динамические временные метки. Это позволяет модели аккуратно «сшивать» аудио и видео. Далее применяют блочную потоковую обработку, чтобы поддерживать минимальную задержку: ведь все-таки хочется живого диалога!

Time-aligned Multimodal RoPE (TMRoPE)
Time-aligned Multimodal RoPE (TMRoPE)
  • В итоге на ключевых бенчмарках вроде GSM8K (арифметика) модель достигает 88.7%, что близко к более «чистой» текстовой версии Qwen2.5-7B;

  • В задачах распознавания речи (ASR) зафиксирован очень низкий WER (~1.8%). Это уровень лучших узкоспециализированных аудио-моделей;

  • Перевод речи в текст (S2TT) тоже дает улучшения: модель как бы «чувствует» синхронизацию, а не просто бездумно мапит;

  • Генерация речи: у них была отдельная метрика (WER после генерации + NMOS), и там они сумели добиться снижения ошибок при нулевом обучении до 6.54%. Модель, прошедшая дополнительный RL-тюнинг, звучит почти «по-человечески» (NMOS ~4.5);

  • При работе с изображениями и видео — высокая точность в VQA (TextVQA, DocVQA) и понимании динамики видео. На специально собранном OmniBench у Qwen2.5-Omni результаты оказались state-of-the-art.

Модель «все в одном», работающая в реальном времени, - отличный фундамент для голосовых ассистентов, систем видеонаблюдения с распознаванием и озвучкой, интерактивных роботов, которые не только «читают» мир, но и говорят. Конечно, требуется гигантская мощность и куча данных (по заявлению авторов, они использовали примерно 800 млрд токенов из изображений и видео, 300 млрд аудио и еще 100 млрд аудио-видео). Но, если все пойдет, мы получим по-настоящему человекоподобные мультимодальные системы.

При этом есть сложности: действительно большие вычислительные затраты, интерференция между модальностями (хоть архитектура и старается это минимизировать), да и этические аспекты - ведь такая универсальная модель может потенциально применяться, скажем, в системах тотального слежения. Но технологическая выгода уже очевидна: мы на шаг приблизились к полноценному ИИ, который одновременно видит, слышит и говорит.

📄 Статья Qwen2.5-Omni Technical Report

💾 Модель на HuggingFace

2. MedAgentSim

Когда мы обучаем и тестируем медицинские LLM, обычно берем статические наборы: «вот информация о пациенте», «модель, скажи диагноз». Но реальный врач сначала расспрашивает пациента, назначает анализы, еще что-то уточняет - и только потом ставит диагноз. Исследователи хотят смоделировать именно такой динамичный разговор.

  • MedAgentSim — это открытая мультиагентная симуляция. Там есть «агент-доктор», «пациент-агент» и «агент измерений» (который отдает данные вроде МРТ, кардиограммы).

  • В разговорной фазы доктор активно расспрашивает пациента и в любой момент может попросить «агента измерений» выдать, например, результат рентгена. Все как в настоящей клинике.

  • Система затем запоминает успешные кейсы: буферы Medical Records и Experience Records. При повторных сессиях модель может подглядывать в эти «прошлые диалоги», что дает эффект самоулучшения.

Врач-агент посредством серии диалогов собирает клиническую информацию у пациента. Процесс включает начало рабочего дня врача, поиск врача пациентом, разговор, проведение медосмотров, консультацию нескольких агентов и демонстрацию симптомов пациентом.
Врач-агент посредством серии диалогов собирает клиническую информацию у пациента. Процесс включает начало рабочего дня врача, поиск врача пациентом, разговор, проведение медосмотров, консультацию нескольких агентов и демонстрацию симптомов пациентом.
  • В результате подход испытали на наборах NEJM, MedQA, MIMIC-IV, сравнивая с базовым подходом Multi-Agent Clinic. Показатели точности выросли значительно: на MIMIC-IV, например, с 42,7% до 79,5%, что кажется очень внушительным;

  • Череда исследований показала, что наибольший вклад в рост точности дает связка: учитывать измерения + память + цепочка рассуждений + ансамбль нескольких агентов-докторов.

Модель реально стала лучше в том, чтобы поэтапно уточнять симптомы.

В фазе разговора агент-доктор и пациент обмениваются информацией, доктор назначает нужные анализы. После сбора достаточных данных начинается фаза «Experience Replay»: система анализирует прошлые случаи, извлекает примеры, и команда врачей совместно принимает решение, используя рассуждение по цепочке и голосование.
В фазе разговора агент-доктор и пациент обмениваются информацией, доктор назначает нужные анализы. После сбора достаточных данных начинается фаза «Experience Replay»: система анализирует прошлые случаи, извлекает примеры, и команда врачей совместно принимает решение, используя рассуждение по цепочке и голосование.

Так мы имитируем клинику ближе к реальности. Это может сформировать куда более надежный клинический ИИ, который учтет этапы диагностики, а не просто выдаст заранее предсказанный ответ. Но надо помнить о рисках: все исследование - пока что симуляция, применить напрямую на живых пациентах без регуляции нельзя. Плюс есть вопросы этики, ведь любая ошибка тут связана со здоровьем людей.

Однако, если все грамотно довести, такие медицинские симуляторы станут основой для будущих систем поддержки врачей, у которых повышенная адаптивность и умение»вести долгие диалоги, назначая исследования шаг за шагом.

📄 Self-Evolving Multi-Agent Simulations for Realistic Clinical Interactions

💾 Код на GitHub

3. CodeScientist

Есть автоматизированные системы научного открытия (ASD, Automated Scientific Discovery), которые могут, например, искать новые белки или проводить оптимизацию гиперпараметров. Но зачастую они работают в узкой предметной области, да и огромные массивы артефактов (автогенерированные статьи, коды экспериментов) оцениваются по верхам. Исследователи хотели универсальную систему, которая формирует идеи, пишет код экспериментов, проверяет их и сама пишет результаты - все максимально самостоятельно.

Обзор основных этапов CodeScientist: идея, планирование, создание и запуск экспериментов, формирование отчетов и мета-анализ всех экспериментов
Обзор основных этапов CodeScientist: идея, планирование, создание и запуск экспериментов, формирование отчетов и мета-анализ всех экспериментов
  • CodeScientist берет идеи из двух источников: научные публикации и библиотека готовых шаблоны для решений. Генетический алгоритм поиска собирает и комбинирует, генерируя десятки идей.

  • Эксперты отбирают 50 самых интересных, для каждой идея система генерирует план, нужные куски кода. Далее все прогоняется: средняя стоимость эксперимента ~$4.23, а время ~131 мин.

  • На выходе получается отчет в LaTeX, где описаны результаты. Если где-то много ошибок, система корректирует код.

  • Всего 50 идей, по 5 запусков каждой: 250 запусков. В итоге 19 идей дали интересные находки, а 6 прошли экспертизу (т.е. действительно выглядят как валидные и новые).

  • Итого, примерно 41% экспериментов успех, 32% - уперлись в лимит отладки, 18% - вышло время. То есть система еще довольно непредсказуема.

  • Из «открытий» упоминаются: низкая корреляция между декларируемой уверенностью LLM и ее точностью, методы поэтапной генерации среды (улучшает симуляции), сложность LLM в задачах комбинаторной оптимизации.

Эта работа показывает, что ASD выходит за границы узких задач и может генерировать вообще новые исследования, экономя время ученых. Но есть риски: нужны эксперты, чтобы отсеивать галлюцинации, причем процесс все равно дорог (~250 запусков не бесплатны). Тем не менее CodeScientist - важный шаг к тому, чтобы ИИ мог проводить исследования «под ключ».

📄 CODESCIENTIST: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation

💾 Код на GitHub

4. AgentRxiv

Автономные ИИ-агенты обычно «не делятся» своими наработками, каждая учится сама, иногда с нуля. Но в настоящей научной среде ученые публикуют препринты в arXiv и bioRxiv, и это ускоряет научные открытия. Авторы исследования хотят дать агентам «свой arXiv».

Автономные исследовательские лаборатории работают сообща над общей научной задачей. Человек задает общее направление, а агенты самостоятельно проводят исследования и публикуют результаты на общем сервере AgentRxiv
Автономные исследовательские лаборатории работают сообща над общей научной задачей. Человек задает общее направление, а агенты самостоятельно проводят исследования и публикуют результаты на общем сервере AgentRxiv
  • Авторы создали платформу AgentRxiv, где «лаборатории» (тоже ИИ-агенты) выкладывают препринты, делятся результатами;

  • Испытывают это на задаче повышения точности решения MATH-500: если агент видит чужие наработки, точность растет с 70,2% до 78,2%. Параллельные эксперименты повышают планку до 79,8%;

  • Причем плюс в том, что агенты могут пересматривать методы, которые уже кто-то опубликовал, и дорабатывать их, накапливая общий опыт.

    В верхней части иллюстрации показаны три этапа работы лаборатории (обзор литературы, эксперименты, написание отчета). Люди сотрудничают с ИИ-агентами и специальными инструментами для автоматизации задач и получения качественных научных результатов
    В верхней части иллюстрации показаны три этапа работы лаборатории (обзор литературы, эксперименты, написание отчета). Люди сотрудничают с ИИ-агентами и специальными инструментами для автоматизации задач и получения качественных научных результатов
    Лаборатория №1 делает запрос и получает статьи от других лабораторий, а Лаборатория №2 загружает свои результаты
    Лаборатория №1 делает запрос и получает статьи от других лабораторий, а Лаборатория №2 загружает свои результаты

Вместо изолированных ИИ-систем мы получаем общее пространство для исследований. Это многократно ускоряет прогресс, повышая точность на задачах вроде MATH-500, GPQA, MedQA, и дает «живой» обмен знаниями. Правда, параллельный режим стоит дороже (рост расходов с ~$92 до ~$280) и может приводить к дубляжу усилий. Но идея «коллаборативной» науки для ИИ выглядит очень перспективной.

📄 AgentRxiv: Towards Collaborative Autonomous Research

💾 Код на GitHub

5. Open Deep Search

Хотя Google или ChatGPT предоставляют поиск + короткий ответ, эти системы закрытые и для исследователей и непрозрачные. А открытые решения, увы, не дотягивают по качеству. Нужно что-то, что может быть модульным и при этом дает топ-результаты.

Компоненты Open Deep Search
Компоненты Open Deep Search

Фреймворк ODS (Open Deep Search) состоит из двух частей:

  • Open Search Tool: он умеет расширять и переформулировать запрос, обрабатывать результаты (chunking + re-ranking), приоритет надежным источникам (Wikipedia, ArXiv);

  • Open Reasoning Agent:

    • ODS-v1 (ReAct + Chain-of-Thought) - классический вариант.

    • ODS-v2 (Chain-of-Code + CodeAct) - умеет генерировать и выполнять код, вызовы разных инструментов.

  • В тестах (FRAMES, SimpleQA) ODS-варианты + модель DeepSeek-R1 превзошли Perplexity AI и вплотную приблизились или даже обогнали GPT-4o Search Preview на сложных задачах;

  • Фреймворк научился экономить веб-запросы (особенно в v2), если понимает, что уже получил достаточно результатов.

Любая компания может взять ODS, подключить свою LLM (или открытую, или GPT-4o, как угодно) и получить поискового ассистента на уровне топовых коммерческих систем. Нет жесткой привязки к Google или Perplexity. Конечно, все еще нужно хранить индексы, оптимизировать под реальные запросы. Но ODS показывает, что открытые решения способны догнать проприетарных гигантов.

🔗 Ссылка на более подробный обзор

📄 Open Deep Search: Democratizing Search with Open-source Reasoning Agents

💾 Код на GitHub

6. Tracing the Thoughts of LLMs

Исследователи компании Anthropic представили подход к изучению внутренних механизмов работы больших языковых моделей (на примере модели Claude 3.5 Haiku). Целью проекта является создание методов, аналогичных нейронаучным инструментам, позволяющим понять, как модель «думает», планирует и рассуждает при генерации текста.

Вот какие результаты получились у авторов:

  1. Многоязычность и универсальное мышление: Модель не разделяет внутренние механизмы на разные языки, а использует общий «язык мысли», что позволяет переносить знания между языками.

    В английском, французском и китайском языках присутствуют общие черты, указывающие на некоторую концептуальную универсальность
    В английском, французском и китайском языках присутствуют общие черты, указывающие на некоторую концептуальную универсальность
  2. Планирование заранее: Эксперименты с написанием стихов показали, что модель заранее подбирает слова для рифмы, планируя несколько слов вперед, а не просто генерирует текст последовательно по одному слову. Кстати, об этом я делал обзор другой статьи «Emergent Response Planning in LLM».

  3. Ментальная арифметика: Вместо простого запоминания или стандартного алгоритма сложения, Claude использует несколько параллельных путей вычисления, совмещая приближенные расчеты и точные проверки.

    Сложные параллельные процессы в мышлении Клода во время устных вычислений
    Сложные параллельные процессы в мышлении Клода во время устных вычислений
  4. Недостоверные рассуждения: Иногда модель генерирует логичные, но неправдивые цепочки рассуждений, чтобы согласиться с пользователем или дать убедительный, но ложный ответ.

    Чтобы завершить ответ, Клод последовательно выполняет несколько шагов рассуждения: сначала определяет, в каком штате находится Даллас, а затем называет столицу этого штата
    Чтобы завершить ответ, Клод последовательно выполняет несколько шагов рассуждения: сначала определяет, в каком штате находится Даллас, а затем называет столицу этого штата
  5. Галлюцинации: Модель склонна отказываться от ответа по умолчанию, но иногда внутренний механизм ошибки приводит к генерации правдоподобной, но недостоверной информации.

    Слева: Клод отвечает на вопрос о знаменитом баскетболисте Майкле Джордане, поскольку концепция «известного ответа» предотвращает стандартный отказ. Справа: Клод отказывается отвечать на вопрос о неизвестном человеке (Майкле Баткине)
    Слева: Клод отвечает на вопрос о знаменитом баскетболисте Майкле Джордане, поскольку концепция «известного ответа» предотвращает стандартный отказ. Справа: Клод отказывается отвечать на вопрос о неизвестном человеке (Майкле Баткине)
  6. Обход ограничений (джейлбрейки): Исследователи обнаружили, что грамматическая согласованность может приводить к обходу защитных механизмов модели, заставляя ее выдавать нежелательные ответы.

Несмотря на значительные достижения, текущий подход ограничен сложностью и трудоемкостью анализа, требуя улучшений для применения к более длинным и сложным задачам. Подобные методы важны для создания надежных, прозрачных и контролируемых ИИ-агентов и могут быть полезны и в других научных областях, таких как медицина и биология.

📄 Tracing the thoughts of a large language model

7. Play2Prompt

Часто LLM нужно вызывать внешний инструмент через API, а документация к нему неполная. Или нет примеров. Модель может выдавать неверные параметры, галлюцинировать. Сам пользователь-непрограммист не знает всех тонкостей. Исследователи из MIT и IBM предложили подход PLAY2PROMPT.

Фреймворк PLAY2PROMPT использует поэтапный бейм-поиск для поиска и улучшения примеров применения инструмента, учитывая его работу и ошибки
Фреймворк PLAY2PROMPT использует поэтапный бейм-поиск для поиска и улучшения примеров применения инструмента, учитывая его работу и ошибки
  • Метод PLAY2PROMPT дает модели «поиграться» с инструментом: она пробует разные варианты вызовов, видит ошибки, сама улучшает свои примеры;

  • Далее каждый вызов оценивается по качеству и сложности;

  • После всего формируются лучшие примеры, плюс автоматически дорабатывается документация.

На примере показана траектория бейм-поиска с наибольшей степенью решения на валидационном наборе. На каждом шаге исследуется новая документация на основе обратной связи об ошибках.
На примере показана траектория бейм-поиска с наибольшей степенью решения на валидационном наборе. На каждом шаге исследуется новая документация на основе обратной связи об ошибках.
  • Итог: прирост точности у LLaMA на BFCL до +5–7%, GPT-3.5 и GPT-4o тоже показывают заметный подъем;

  • Особенно много профита в REST API, параллельных вызовах (там +12–17%);

  • Даже если удалить 50% описаний параметров, модель сумела почти восстановить нужную производительность.

Теперь можно интегрировать новый инструмент без ручного написания примеров: модель сама «выучит», как правильно дергать API. Это упрощает внедрение LLM в реальную прод-среду. Конечно, все еще могут быть проблемы в мультиинструментальных сценариях, но подход явно упрощает жизнь.

📄 PLAY2PROMPT: Zero-shot Tool Instruction Optimization for LLM Agents via Tool Play

8. Chain-of-Tools

Chain-of-Thought классно помогает LLM рассуждать, но реальная задача часто требует вызова калькуляторов, поисковиков, KBQA и т.д. Fine-tuning - это жесткая привязка к уже известным инструментам. In-context learning (HuggingGPT) порой громоздко. Нужно что-то универсальное. Китайские исследователи предложили метод Chain-of-Tools (CoTools):

  • Базовую модель «не трогаем» (веса заморожены). Добавляем модули:

    • Tool Judge: решает, нужно ли сейчас звать инструмент, глядя на скрытое состояние текущего токена;

    • Tool Retriever: выбирает из пула инструментов тот, который лучше подходит (через контрастивные эмбеддинги описаний);

    • Tool Calling: создает промт с параметрами.

CoTools решает, следует ли вызвать инструмент, каждый раз, когда необходимо сгенерировать новый токен ответа. Фрагмент ответа означает текст, который уже был сгенерирован базовой моделью.
CoTools решает, следует ли вызвать инструмент, каждый раз, когда необходимо сгенерировать новый токен ответа. Фрагмент ответа означает текст, который уже был сгенерирован базовой моделью.
  • Метод дает прирост точности: например, в KBQA KAMEL ~93.8%, в STQuestions - 43.6%;

  • CoTools масштабируется до 999+ инструментов.

  • Анализ показал, что отдельные измерения скрытых состояний действительно «отвечают» за семантику вызова.

Идеальная процедура вызова инструмента. Например, для входного запроса "Какая погода будет в моем пункте назначения завтра?"
Идеальная процедура вызова инструмента. Например, для входного запроса "Какая погода будет в моем пункте назначения завтра?"

LLM динамически подключает новые сервисы, не перетренировывая все целиком. Это шаг к универсальным ассистентам, которые могут выполнять тонну операций, лишь получая текстовое описание того, как с инструментом работать. Отлично подходит для многозадачных приложений. Риск в том, что на реальных больших датасетах могут быть несовершенства, да и качество описаний инструмента критично.

📄 Chain-of-Tools: Utilizing Massive Unseen Tools in the CoT Reasoning of Frozen Language Models

💾 Код на GitHub

9. Gemini Robotics

Мы имеем супермощные мультимодальные модели (как Gemini 2.0), которые в цифровой сфере хороши. Но как их вывести в физический мир, чтобы управлять реальными роботами (с рук, с камер, с динамической сценой)? Нужно понимать 3D-расположение объектов, траектории, точки захвата, плюс все это делать оперативно.

  • Google запустили проект Gemini Robotics, который расширяет базовую Gemini 2.0 модель, добавляя компонент Gemini Robotics-ER, чтобы улучшить пространственное рассуждение, предсказание захватов и т.д.

  • Исследователи специально разработали бенчмарк ERQA (400 вопросов), где проверяют «трехмерное мышление»: оценку состояния, планирование перемещений, многоракурсные задачи;

  • Тестировали zero-shot и few-shot. Например, передача банана между руками в симуляции: базовый уровень 27%, а Gemini Robotics-ER -53% (и до 65+% при нескольких демонстрациях). В реальности показатели тоже существенно растут.

  • Сложные сценарии (упаковка обеденного набора, складывание оригами) достигли успеха 79–100% после обучения на 2–5 тыс. примерах;

  • Есть меры безопасности: конституциональное дообучение - 96% опасных запросов отклоняются.

Gemini 2.0 уже обладает возможностями понимания семантической безопасности и обработки длинных контекстов, а специализированное обучение позволяет выполнять различные задачи, генерировать ловкие и реактивные движения, а также быстро адаптироваться к новым воплощениям и использовать продвинутое визуально-пространственное рассуждение для принятия решений
Gemini 2.0 уже обладает возможностями понимания семантической безопасности и обработки длинных контекстов, а специализированное обучение позволяет выполнять различные задачи, генерировать ловкие и реактивные движения, а также быстро адаптироваться к новым воплощениям и использовать продвинутое визуально-пространственное рассуждение для принятия решений

Роботы становятся намного более умными и универсальными: та же модель способна решать широкий спектр задач, от простых захватов до долгих процедур. Адаптация к новым платформам (Franka, Apollo) тоже показала ~60–63% успеха. Разумеется, пока это не идеал - сложные задачи требуют точности, чтобы не повредить предметы или человека. Но у Gemini Robotics очень впечатляющие перспективы: достаточно быстро научить робота новой операции, лишь показав несколько примеров.

Gemini 2.0 хорошо справляется в обнаружении объектов и точек в 2D, использованию указания в 2D для захвата и траекторий, а также соответствующих точек и обнаружении объектов в 3D.
Gemini 2.0 хорошо справляется в обнаружении объектов и точек в 2D, использованию указания в 2D для захвата и траекторий, а также соответствующих точек и обнаружении объектов в 3D.

📄 Gemini Robotics: Bringing AI into the Physical World

10. End-to-End Deep Learning for Structural Brain Imaging: A Unified Framework

Исследования мозга через анализ изображений являются крайне важными, но традиционные подходы имеют много этапов (извлечение мозга, регистрация, сегментация, построение сетей, классификация), требующих отдельных моделей и ручной корректировки. Это приводит к накоплению ошибок и большим затратам.

UniBrain предлагает уникальное решение, объединяя все этапы анализа в одну модель (end2end-подход). Используется минимальная разметка: только маски для извлечения и классификации и один размеченный шаблон. Это существенно экономит ресурсы и время.

Проблема сквозного обучения для задач визуализации мозга - обучение модели одновременно выполнять задачи извлечения, регистрации, сегментации, парцелляции, генерации сети и классификации
Проблема сквозного обучения для задач визуализации мозга - обучение модели одновременно выполнять задачи извлечения, регистрации, сегментации, парцелляции, генерации сети и классификации

Ключевые компоненты модели:

  • Извлечение: 3D U-Net для точного выделения мозга;

  • Регистрация: CNN и слой пространственной трансформации (STL) для выравнивания изображения с шаблоном;

  • Сегментация и парцелляция: one-shot подход с переносом масок обратно в исходное пространство;

  • Построение сети: Многоуровневый перцептрон (MLP) формирует матрицу связности мозга;

  • Классификация: графовая сверточная сеть (GCN) диагностирует состояния (например, СДВГ).

В результате:

  • Высокая точность по всем задачам (Dice, мера схожести между двумя множествами, для извлечения — 0.970, регистрации — 0.942, сегментации — 0.652);

  • Эффективная классификация (AUC-ROC — 0.712), превышающая традиционные методы;

  • Высокая скорость обработки (примерно 0.22 секунды на изображение), существенно быстрее обычных методов.

e948cbdb9aa1b948a6838fffbdc6f661.png

Благодаря полной интеграции всех этапов анализа модель значительно снижает накопление ошибок, а также уменьшает зависимость от объемной ручной разметки, что существенно ускоряет обработку изображений. UniBrain открывает перспективы ускорения и повышения точности нейродиагностики, являясь важным шагом к эффективному применению нейровизуализации в медицине.

📄 End-to-End Deep Learning for Structural Brain Imaging: A Unified Framework

Все эти исследования указывают на одну тенденцию: ИИ становится все более всеобъемлющим, способным работать во множестве сред (цифровой, физической, научной), часто без ручного вмешательства. Да, остаются технические барьеры (вычислительная мощность, необходимость разметки) и социально-этические (безопасность, конфиденциальность, неправильное применение). Но прогресс на лицо: ИИ-системы все лучше взаимодействуют с реальным миром и решает прикладные задачи.

Что ж, посмотрим, куда приведут нас эти исследования в следующие месяцы. Вероятно, мы увидим еще более тесное взаимодействие ИИ с инструментами и роботами, причем уже не только в лабораториях, но и на предприятиях, в медицине и в быту. Осторожно, но оптимистично ждем новых прорывов!

***

Вот такие захватывающие исследования вышли в марте. Не забудьте подписаться на мой Telegram-канал и использовать Dataist AI, чтобы всегда быть в курсе новейших обзоров на научные работы в области искусственного интеллекта. Будем вместе впереди в мире технологий!

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    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

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

  • 13.10.25 01:11 elizabethrush89

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

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

  • 17.10.25 20:17 tyleradams

    As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail

  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

    If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 21.10.25 08:39 debby131

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

  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 16:31 MATT PHILLIP

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

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

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

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

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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

  • 25.10.25 05:05 victoriabenny463

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

  • 25.10.25 10:13 wendytaylor015

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

  • 25.10.25 10:13 wendytaylor015

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

  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

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

  • 27.10.25 17:20 fatimanorth

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

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

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

  • 29.10.25 10:56 wendytaylor015

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

  • 29.10.25 10:56 wendytaylor015

    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

  • 30.10.25 09:49 Christopherbelle

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