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ИИ поддерживает Запад в геополитике и сам учится играть в Minecraft: топ-10 исследований июня

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ИИ-агенты учатся выживать в мире Minecraft, спорят о геополитике, берут на себя все больше работы и… начинают вести себя как настоящие личности. Как современные модели учатся планировать, сотрудничать, хитрить и даже формировать собственные взгляды? В этом обзоре — свежие прорывы в создании универсальных агентов, исследования предвзятости и то, как поведенческая наука помогает понять настоящую «психологию» ИИ.

Если хотите быть в курсе новейших исследований в области ИИ, воспользуйтесь Dataist AI - бесплатным ботом, ежедневно обозревающим свежие научные публикации, а также подписывайтесь на мой Telegram-канал, где я рассказываю про создание ИИ-стартапов, реальные кейсы внедрения ИИ в бизнес и делюсь своими мыслями. Поехали!

1. MiniMax-M1: эффективная архитектура для большого контекста

LLM уже способны решать сложные задачи, анализировать большие объемы информации и даже писать код. Однако, чтобы такие модели умели «думать» глубже, им нужны длинные цепочки рассуждений и возможность видеть больше контекста. Проблема в том, что классические нейросети требуют огромных вычислений: чем больше текста они обрабатывают, тем больше ресурсов нужно, а значит, дольше и дороже получается процесс.

Здесь на сцену выходит MiniMax-M1 — экспериментальная языковая модель, созданная для работы с очень длинными текстами и сложными задачами, но при этом требующая меньше вычислительной мощности на этапе генерации. Разработчики поставили цель: показать, что можно масштабировать рассуждение модели почти без потери качества, если грамотно изменить архитектуру и методы обучения.

Сравнение производительности ведущих коммерческих и открытых моделей на задачах уровня соревнований по математике, программированию, разработке ПО, агентному использованию инструментов и пониманию длинного контекста
Сравнение производительности ведущих коммерческих и открытых моделей на задачах уровня соревнований по математике, программированию, разработке ПО, агентному использованию инструментов и пониманию длинного контекста

В основе MiniMax-M1 — гибридная система внимания: здесь чередуются легкие и тяжелые блоки (один классический — на семь облегченных), что резко снижает затраты ресурсов. Важную роль играет и метод обучения с подкреплением (RL): вместо привычной обрезки градиентов, здесь «клипуются» веса важности токенов, чтобы даже редкие, но ключевые слова влияли на итоговый результат.

Для обучения MiniMax-M1 использовались огромные датасеты с примерами задач по математике, программированию и логическим головоломкам, а также специальные генеративные модели для оценки качества ответа. В результате появились две версии модели с контекстом до 80 тысяч токенов — это в разы больше, чем у большинства конкурентов.

В тестах MiniMax-M1 показал себя не хуже (а иногда и лучше) сильнейших открытых моделей, а по скорости работы — эффективнее многих из них. Особенно модель хороша там, где важно удерживать длинную цепочку рассуждений: в программировании, инженерных задачах и автоматизации рутинных процессов.

Производительность MiniMax-M1 на ключевых бенчмарках
Производительность MiniMax-M1 на ключевых бенчмарках

📄 Статья

🤖 Модель

2. По-настоящему персонализированный ИИ

LLM стараются угодить всем сразу. Но у каждого из нас свои привычки, ценности и вкусы — и универсальный стандарт быстро перестает быть удобным для конкретного пользователя. Сегодня все чаще звучит идея плюралистического выравнивания: ИИ должен адаптироваться к разным людям, а не подгонять всех под одну гребенку.

Однако с персонализацией не все так просто. Во-первых, у конкретного пользователя часто мало данных — сложно понять, почему он выбирает тот или иной ответ. Во-вторых, многие подходы требуют анкет, демографических данных или заранее заданных параметров.

Недавно исследование “SynthesizeMe!” из Стэнфорда решает эти проблемы радикально новым способом. Вместо анкет и догадок модель сама анализирует ваши взаимодействия и формирует краткое текстовое описание — “персону”, которая отражает ваши настоящие предпочтения и стиль общения.

SynthesizeMe разрабатывает промты для персонализации моделей вознаграждения: выдвигает гипотезы о пользователях, чтобы анализировать их предпочтения и формировать персоны.
SynthesizeMe разрабатывает промты для персонализации моделей вознаграждения: выдвигает гипотезы о пользователях, чтобы анализировать их предпочтения и формировать персоны.

Как это работает?

  1. Генерация гипотез: Модель пытается объяснить, почему вы сделали тот или иной выбор, и проверяет свои догадки.

  2. Сборка персоны: Из валидированных рассуждений собирается короткий профиль, который описывает ваши ценности и стиль.

  3. Выбор ключевых примеров: Используя этот профиль, система выбирает ваши наиболее показательные ответы для обучения и настройки диалогов.

Эксперименты показали: такой подход делает LLM ощутимо точнее в угадывании персональных предпочтений — точность на специализированных бенчмарках выросла на 3–4% по сравнению с обычными промптами. Особенно эффективна комбинация “персона + ваши реальные примеры” — именно такие параметры лучше всего отражают ваши желания и привычки. Более того, персональные профили понятны и легко переносятся между разными моделями.

Сравнение LLM-судей и Reward Models на Chatbot Arena и PRISM
Сравнение LLM-судей и Reward Models на Chatbot Arena и PRISM

В этом подходе есть и плюсы, и минусы. С одной стороны, прозрачная и гибкая персонализация снижает порог входа — теперь не нужно вручную настраивать чат‑бота или проходить длинные анкеты. С другой — появляется опасность усиления предвзятости, а работа с персональными профилями требует аккуратности и соблюдения этических норм.

📄 Статья

💾 Код

3. Как AUTOMIND меняет подход к автоматизации дата-сайенса

В последнее время LLM активно используют для автоматизации задач в дата-сайенсе — от понимания, что нужно сделать, до выбора модели и подготовки финального решения (а-ля AutoML). Проблема в том, что большинство существующих решений работает по жестко заданному сценарию и умеет решать только классические задачи. Как только появляется что-то более творческое или нестандартное, эти решения теряются: тратят много ресурсов и не умеют гибко исправлять ошибки.

AUTOMIND — это новый агент, который должен сделать дата-сайенс ближе к полной автоматизации. Его главная фишка — внедрение экспертного опыта топовых специалистов Kaggle и свежих исследований прямо в процесс принятия решений. Вместо линейного сценария здесь используется деревообразный поиск решений: если где-то ошибка — агент не тупит, а перепробует разные подходы, выбирая лучшие.

AUTOMIND умеет адаптироваться под сложность задачи: если задача простая, код сразу пишется целиком. Если сложная — разбивается на шаги, каждый проверяется отдельно, ошибки отлавливаются на лету.

Фреймворк AUTOMIND
Фреймворк AUTOMIND

Создатели AUTOMIND изучили 455 соревнований Kaggle, тысячи публичных решений и сотни научных статей, вручную и с помощью LLM отмечая, какие приемы работают в разных задачах. Все эти знания структурировали и пометили специальными тегами.

На реальных тестах AUTOMIND показывает отличные результаты: быстрее находит рабочие решения, экономит токены и справляется даже с тяжелыми задачами лучше старых аналогов. Например, на сложных задачах он дает прирост качества до 25% по сравнению с предыдущими лучшими агентами, а по скорости — втрое быстрее.

Основные результаты на MLE-Bench и ведущих AI-соревнованиях
Основные результаты на MLE-Bench и ведущих AI-соревнованиях

AUTOMIND — шаг к автономному ML, где машина берет на себя все: от чтения задачи до финального решения. Но важно следить за качеством базы знаний, этикой (чтобы не было плагиата), и помнить: даже самая умная система может уткнуться в ограничения самой модели.

📄 Статья

4. TaskCraft: Как автоматизировать обучение и оценку ИИ-агентов

Агентные задачи - это сложные многошаговые действия, где модель должна не просто ответить на вопрос, а самостоятельно планировать задачи, выбирать инструменты, справляться с неожиданностями. Проблема в том, что доступных и разнообразных датасетов для таких задач почти нет: существующие варианты либо слишком просты, либо требуют дорогой ручной разметки, либо не подходят для масштабирования. В результате, тестировать и развивать действительно умных ИИ-агентов становится сложно.

Проект TaskCraft предлагает радикальное решение — полностью автоматизировать создание и проверку таких заданий. Исследователи построили конвейер, который генерирует тысячи разнообразных многошаговых задач, причем для работы используются разные источники: веб-страницы, PDF, изображения. Сначала формируются простые атомарные задачи, которые решаются с помощью одного инструмента. Затем задания усложняются: либо цепочкой зависимых шагов, либо объединением разных подзадач в одно составное испытание. Каждый этап тщательно проверяется: простые задачи — специальным агентом и LLM-судьей, сложные — с помощью лингвистического анализа, чтобы избежать утечек ответа.

Последовательность выполнения одного вызова инструмента. Агент извлекает входной индекс (например, имя документа, заголовок веб-страницы) для вызова инструмента, фокусируясь только на шагах, которые приводят к получению валидного контекста для инструмента.
Последовательность выполнения одного вызова инструмента. Агент извлекает входной индекс (например, имя документа, заголовок веб-страницы) для вызова инструмента, фокусируясь только на шагах, которые приводят к получению валидного контекста для инструмента.

TaskCraft уже создал 36 тысяч заданий разного уровня сложности. Анализ их решения показал важную вещь: веб-задачи даются моделям проще, а вот разбор PDF и изображений — настоящая проблема. Благодаря автоматизации, точность на таких задачах сравнима с ручными бенчмарками, а генерация идет гораздо быстрее. Более того, добавление синтетических примеров улучшает дообучение моделей и их реальную производительность на известных датасетах.

Генерация атомарной задачи: из неразмеченного корпуса мы извлекаем информацию и получаем текстовый контент с помощью выполнения инструмента. LLM определяет возможные ответы, выводит их взаимосвязь и формирует вопрос на основе полученной ранее информации и взаимосвязи.
Генерация атомарной задачи: из неразмеченного корпуса мы извлекаем информацию и получаем текстовый контент с помощью выполнения инструмента. LLM определяет возможные ответы, выводит их взаимосвязь и формирует вопрос на основе полученной ранее информации и взаимосвязи.

Конечно, система не идеальна. Автоматическая проверка не всегда улавливает хитрые ошибки, а перекос в источниках данных ограничивает универсальность агентов. К тому же, полностью заменить человеческую экспертизу синтетика пока не может. Поэтому будущее TaskCraft — в сочетании автоматизации и точечного ручного контроля, чтобы качество и сложность заданий росли вместе с уровнем ИИ.

📄 Статья

💾 Код

5. Роевой интеллект: когда агенты сами учатся работать вместе

В последние пару лет LLM стали не просто инструментами для генерации текста — на их основе появились целые мультиагентные системы. Это когда несколько виртуальных помощников, каждый со своей ролью, вместе решают сложные задачи: планируют маршруты, пишут тексты, координируют действия. Пока такие системы собирают вручную: инженеры прописывают роли, шаблоны и правила, а языковая модель просто заполняет подготовленные клетки. Такой подход не слишком гибок — если задача или область поменялась, все приходится переделывать заново. Кроме того, это требует много времени и сил людей.

Что если дать системам свободу самим придумывать роли, учиться координироваться и улучшаться? Такой вызов поставила команда авторов работы SwarmAgentic. Они решили научить языковые модели создавать полноценные мультиагентные системы с нуля — только на основе текстового описания задачи и заданной метрики успеха. Без шаблонов и без постоянного участия человека.

Обзор SwarmAgentic. (1) Инициализация: создает разнообразные агентные системы с заданными наборами агентов и схемами взаимодействия в структурированном языковом пространстве. (2) Обновление позиций: итеративно улучшает системы с учетом неудач, личного и глобального опыта, внося изменения в функции агентов и стратегии координации. (3) Результат: возвращает лучшую систему, оптимизированную балансом самонастройки и коллективного поиска.
Обзор SwarmAgentic. (1) Инициализация: создает разнообразные агентные системы с заданными наборами агентов и схемами взаимодействия в структурированном языковом пространстве. (2) Обновление позиций: итеративно улучшает системы с учетом неудач, личного и глобального опыта, внося изменения в функции агентов и стратегии координации. (3) Результат: возвращает лучшую систему, оптимизированную балансом самонастройки и коллективного поиска.

В основе метода — классическая идея роевого интеллекта. Только вместо частиц-чисел теперь используются целые системы агентов (их роли, сценарии и правила). Каждая «частица» — это своя структура, описанная текстом. Модели пробуют разные варианты: кто-то осторожно совершенствует лучшие решения, кто-то радикально экспериментирует. Если система где-то ошибается, она запоминает неудачный опыт и не повторяет его, учится у своих удачных версий и перенимает удачные идеи у лидеров роя.

SwarmAgentic испытали на шести реальных задачах: от планирования путешествий до творческого письма. Результаты впечатляют — новая система превзошла даже лучшие автоматические аналоги, причем работала и на других языковых моделях.

Результаты на TravelPlanner. SwarmAgentic превосходит все базовые методы.
Результаты на TravelPlanner. SwarmAgentic превосходит все базовые методы.

Автоматизация такого уровня открывает большие возможности: мультиагентные системы могут быстро подстраиваться под новые задачи и сами улучшать себя. Но вместе с этим растут риски: ошибки могут быстро множиться, а безопасность становится труднее контролировать. Как и кто будет отвечать за решения таких автономных систем — вопрос открытый.

📄 Статья

6. Контролируемая генерация миров: как Dreamland сочетает физику симулятора и фотореализм генерации

Генеративные модели создают целые города и погодные катаклизмы по одному текстовому промту. Но есть загвоздка — управлять каждым объектом в кадре почти невозможно. Машина съехала с полосы? Пешеход внезапно исчез? Исправить это трудно. Симуляторы, наоборот, идеально считаются с физикой и траекториями, но выглядят плохо и требуют дорогих ресурсов. Долгое время никто толком не умел совместить строгий контроль симулятора и красоту генерации.

Dreamland предлагает именно такой гибрид. Исследователи из Калифорнийского университета придумали многослойное представление мира — Layered World Abstraction (LWA). Представьте сцену как пирог из слоев: динамические объекты (машины, люди), статичная разметка (дороги, знаки) и фон (здания, небо). Симулятор создает «сырой» пирог (Sim-LWA), а затем специальный редактор аккуратно «подкрашивает» только фон, оставляя важные объекты на местах. Так появляется Real-LWA — уже ближе к реальности. На финальном шаге мощная диффузионная модель (например, Flux Depth) получает этот набор условий и дорисовывает картинку, не забывая, что где стоит.

Dreamland - это физически реалистичный симулятор и большая предобученная модель, которая создает фотореалистичный мир по текстовым промтам
Dreamland - это физически реалистичный симулятор и большая предобученная модель, которая создает фотореалистичный мир по текстовым промтам

Чтобы все это работало, собрали датасет D3Sim: около 1800 сценариев и 60 тысяч примеров для обучения, плюс отдельная чистая выборка для проверки. Качество оценивали по FID (насколько «по-настоящему» выглядит кадр), а контроль — по глубине (si-RMSE) и сегментации (mIoU). Итог впечатляет: качество изображения выросло на 50,8%, управляемость — на 17,9% по сравнению с прежними системами. Вариант Dreamland-Video без изменений переносит сцену на ролики длиной до 121 кадра и разрешением до 4K — и контроль не теряется. Более того, синтетические сцены улучшили точность модели InternVL2-8B на реальных задачах VQA на 3,9 процентных пункта.

Dreamland =  Симуляция + Многослойное абстрагирование мира — переход от симулятора к реальному виду + Генерация с учетом смешанных условий
Dreamland = Симуляция + Многослойное абстрагирование мира — переход от симулятора к реальному виду + Генерация с учетом смешанных условий

Что это дает? Во-первых, можно безопасно генерировать редкие и опасные дорожные ситуации. Во-вторых, легко менять «движок» генерации — от SDXL до Flux — не ломая всю систему. В-третьих, сокращается разрыв между симуляцией и реальностью при обучении автономных машин. Плюс появляется интерактивный монтаж: убрать грузовик, добавить дождь, сменить город — и все без потери структуры сцены.

Визуализация различных сценариев в симуляции
Визуализация различных сценариев в симуляции

📄 Статья

7. Optimus-3: Универсальный агент для Minecraft

Создать по-настоящему умного агента, который видит, думает, действует и учится на своих ошибках — мечта разработчиков ИИ. Но на практике даже лучшие системы умеют либо хорошо планировать, либо точно управлять, но не то и другое вместе. Minecraft стал отличным полигоном для таких экспериментов: мир игры сложный, задачи — разнообразные, а правильное решение почти всегда требует длинной цепочки действий и умения подстраиваться.

Optimus-3 умеет планировать задачи с дальним горизонтом, создавать подписи, отвечать на вопросы, привязывать объекты к окружению, генерировать действия и рефлексировать.
Optimus-3 умеет планировать задачи с дальним горизонтом, создавать подписи, отвечать на вопросы, привязывать объекты к окружению, генерировать действия и рефлексировать.

Во-первых, не хватает данных для обучения таким агентам: нужно сразу объяснить и как планировать, и как видеть, и как рассуждать. Во-вторых, разные навыки сложно сочетать: если агент учится одному, другой навык может ломаться. К тому же, мир Minecraft постоянно меняется — что-то спрятано, что-то появляется внезапно.

Новая разработка из Харбинского института технологий, Optimus-3, — это попытка собрать все ключевые умения в одном агенте. Он не просто двигается и строит, но и умеет понимать, что видит, планировать наперед, осмыслять свои ошибки и даже объяснять свои действия текстом. Важная фишка — агенту можно быстро добавлять новые навыки, не теряя старые.

Авторы придумали три важных новшества:

  1. Автоматизированная генерация данных: специальный пайплайн сам собирает примеры для обучения, используя знания о мире Minecraft и обратную связь из самой игры. Это экономит время и минимизирует ошибки в разметке.

  2. Модель с экспертами: каждая задача — свой эксперт, плюс общий для всех. Это решает проблему, когда обучение одному навыку портит другой.

  3. Визуально-текстовое рассуждение: агент перед ответом описывает то, что видит, а не галлюцинирует. Это улучшает точность и делает поведение прозрачнее для человека.

Пайплайн генерации данных
Пайплайн генерации данных

Результаты впечатляют: агент стал лучше всех в планировании (+20%), длинных действиях, ответах на вопросы по окружающей среде (+76%) и в умении связывать текст и объекты (рост в 3,4 раза).

Результат Optimus-3
Результат Optimus-3

Как и любой ИИ, Optimus-3 может ошибаться или выдавать странные ответы. Ему все еще не хватает памяти, чтобы учиться на своих ошибках в долгую. Пока он заточен под Minecraft, для других миров его надо переучивать. И чем мощнее агент, тем важнее не забывать о безопасности.

Визуальное сравнение Optimus-3, дообученной Qwen2.5-VL и GPT-4o. Красным отмечены ошибки, синим — правильные ответы.
Визуальное сравнение Optimus-3, дообученной Qwen2.5-VL и GPT-4o. Красным отмечены ошибки, синим — правильные ответы.

Optimus-3 показывает, что сделать универсального агента в открытом мире реально. Но чтобы такие ИИ стали надежными помощниками, нужно дальше работать над безопасностью, прозрачностью и обучением на новых данных.

📄 Статья

💾 Код

8. Запад против Востока: изучаем геополитическую предвзятость ИИ

LLM впитывают в себя взгляды целого общества. Но чем больше модель, тем шире она учитывает и наши предвзятости — не только культурные, но и политические. Один из самых опасных и пока мало изученных — геополитическая предвзятость: склонность отдавать предпочтение удобной для какой-то страны версии событий. Это влияет не только на представления о прошлом, но и на то, кто будет услышан в глобальной дискуссии.

Российские исследователи поставили простой вопрос: если ИИ спорит о сложных исторических событиях (например, о причинах войн или спорных территориях), склонен ли он поддерживать чью-то сторону? Для проверки они составили набор из 109 спорных эпизодов последних 300 лет — для каждого было написано нейтральное описание и две разные версии (например, взгляд США и взгляд Китая). Четырем популярным моделям (GPT‑4o‑mini, Llama‑4‑Maverick, Qwen2.5‑72B, GigaChat‑Max) предлагалось выбрать, чья позиция ближе к «правде» или признать обе равноценными.

Эксперименты повторяли в разных условиях: иногда просили быть беспристрастными, иногда — прямо говорили, с чьей стороны смотреть (например, от лица «китайского патриота»), иногда меняли ярлыки у позиций. Все это — чтобы понять, как меняется поведение моделей.

Распределение выбора точек зрения LLM по историческим событиям для пар стран
Распределение выбора точек зрения LLM по историческим событиям для пар стран

Результаты оказались тревожными. Почти все модели чаще поддерживали американские версии событий. Например, GPT‑4o‑mini соглашалась с США в 8 из 10 случаев, если спор шел с Китаем. Llama‑4‑Maverick чаще выбирала нейтралитет, а Qwen2.5‑72B металась между США и равенством. Обычная просьба быть беспристрастным почти не влияла на ответы — реальных изменений не происходило. Но если явно задать роль, например, «китайский патриот», то почти все модели резко переходили на сторону Китая. Это говорит о том, что LLM очень чувствительны к промтам, описывающих личность, и ими можно манипулировать.

Даже российские и китайские модели предпочитают американские нарративы; Простые промты вызывают драматические сдвиги в предвзятости; промты по обеспечению справедливости не работают; ИИ находит неконсистентность, но сохраняет предвзятость; предвзятость не знает языковых барьеров
Даже российские и китайские модели предпочитают американские нарративы; Простые промты вызывают драматические сдвиги в предвзятости; промты по обеспечению справедливости не работают; ИИ находит неконсистентность, но сохраняет предвзятость; предвзятость не знает языковых барьеров

Главный вывод: такие предвзятости — не случайные баги, а закономерность, которая требует комплексных решений. Простые способы борьбы с предвзятостью — вроде нейтральных промтов — почти не работают. Значит, нужны новые методы: больше разных источников, многообразие голосов в разметке данных и прозрачные механизмы, объясняющие решения моделей.

Иначе мы рискуем получить универсального эксперта, который всегда играет по правилам одной стороны. А это может быть прямым путем к новым конфликтам в будущем.

📄 Статья

💾 Код

9. Будущее труда с ИИ‑агентами: уроки аудита 1 500 сотрудников

Сегодняшний бум умных ИИ-агентов стремительно меняет рабочие будни. Уже не кажется фантастикой, что ИИ может взять на себя сложные процессы – не только считать в Excel, но и готовить отчеты, вести переписку и даже проводить интервью. Но чем больше вокруг ИИ, тем сильнее тревога: не вытеснят ли машины людей, не станут ли все решения за нас принимать программы?

Оказывается, до недавнего времени даже не было понятной схемы, какие задачи мы вообще хотим поручать ИИ, а где хотим сохранить контроль. Обычно считали: чем больше автоматизируем, тем лучше. Или, наоборот, смотрели только глазами бизнеса — что выгоднее. А вот что нужно самим сотрудникам, никто особо не спрашивал.

Фреймворк учитывает два взгляда — автоматизацию и аугментацию (усиление) — собирая мнения сотрудников и оценки экспертов о возможностях технологий.
Фреймворк учитывает два взгляда — автоматизацию и аугментацию (усиление) — собирая мнения сотрудников и оценки экспертов о возможностях технологий.

Новое исследование Стэнфорда впервые провело “аудит” желаний сотрудников. Для этого ученые собрали большую базу (WORKBank) — 1 500 работников из 104 профессий рассказали о своих 844 задачах. И к каждой задали два главных вопроса: “Хотели бы вы автоматизировать эту задачу?” и “Насколько важно, чтобы в ней сохранялось человеческое участие?” Для ответа предложили простую шкалу “человеческой агентности” — от полного автопилота (H1) до полного человеческого контроля (H5).

Шкала человеческого участия (HAS).  Важно: более высокий уровень HAS не означает, что он лучше — разные уровни подходят для разных ролей ИИ.
Шкала человеческого участия (HAS). Важно: более высокий уровень HAS не означает, что он лучше — разные уровни подходят для разных ролей ИИ.

Результаты оказались очень интересными. Почти половину задач работники готовы отдать ИИ полностью или частично — в основном, рутинные и стрессовые. А вот 7% задач принципиально не хотят отдавать: чаще всего это связано с коммуникацией, доверием, принятием сложных решений.

Данные специалистов показывают, что работники в целом позитивно относятся к автоматизации отдельных задач ИИ‑агентами из‑за высвобождения времени для более ценной работы, но настроения сильно различаются по секторам
Данные специалистов показывают, что работники в целом позитивно относятся к автоматизации отдельных задач ИИ‑агентами из‑за высвобождения времени для более ценной работы, но настроения сильно различаются по секторам

Интересно, что на практике большинство ИИ-стартапов сейчас работают совсем не с теми задачами, которые сотрудники больше всего хотят автоматизировать. А значит, огромный потенциал пока просто не реализован.

Сравнение навыков по средней зарплате и требуемому уровню человеческого участия. Навыки ранжированы по оплате (слева) и по участию человека (справа); выделены пять с наибольшим ростом (зелёным) и падением (красным).
Сравнение навыков по средней зарплате и требуемому уровню человеческого участия. Навыки ранжированы по оплате (слева) и по участию человека (справа); выделены пять с наибольшим ростом (зелёным) и падением (красным).

Выводы просты. Во-первых, ИИ-системы нужно разрабатывать не только с точки зрения того, что можно автоматизировать, а с учетом человеческих ожиданий, там где человеческий фактор остается главным. Во-вторых, все больше ценятся “человеческие” навыки: коммуникация, организация, лидерство. ИИ станет не заменой, а помощником — если работодатели, инженеры и сами работники будут двигаться навстречу друг другу.

📄 Статья

10. Поведенческая наука об ИИ-агентах: почему агенты делают то, что делают

Сегодняшние LLM научились не только решать задачи, но и планировать, договариваться, даже влиять на поведение людей и других агентов. Все больше их действий определяется не только архитектурой внутри, но и контекстом: средой, обратной связью, социальными взаимодействиями. Оценивать такие системы только «изнутри» (по весам или архитектуре) уже недостаточно.

Развитие ИИ-технологий и изучение поведения ИИ-агентов
Развитие ИИ-технологий и изучение поведения ИИ-агентов

В ответ на это появляется новое направление — поведенческая наука об ИИ-агентах. Она изучает, как агенты ведут себя в сложных, открытых средах: как они учатся, сотрудничают, конфликтуют и даже… хитрят. Китайские исследователи систематизируют опыт из разных областей: изучают поведение одиночных агентов (через призму когнитивной теории), мультиагентные системы (где есть конкуренция, кооперация, самоорганизация) и взаимодействие с людьми — когда ИИ становится помощником, советчиком или спорщиком.

Факторы, определяющие поведение отдельных ИИ-агентов: социально-когнитивная перспектива
Факторы, определяющие поведение отдельных ИИ-агентов: социально-когнитивная перспектива

Чтобы объяснить, как агенты учатся и адаптируются, используется, например, модель Фогга (способность–мотивация–триггер): предобучение дает способности, дообучение и обратная связь — мотивацию, а промпты и контекст — триггеры для действий.

Модель Фогга
Модель Фогга

Что обнаружили? Агенты могут узнавать эмоции, строить гипотезы о других, но не всегда ведут себя рационально — их легко «перекрутить» формулировкой задачи или изменением среды. В мультиагентных системах рождаются настоящие общества: с кооперацией, обманом, даже собственными нормами и институтами. Во взаимодействии с людьми агенты способны усиливать доверие и творчество — или наоборот, манипулировать мнением.

Три типа взаимодействия в мультиагентных системах
Три типа взаимодействия в мультиагентных системах

Главный вывод: только через поведенческую науку можно действительно понять, оценить и управлять поведением автономных ИИ-агентов — иначе мы рискуем потерять контроль над их реальным влиянием на людей и общество.

📄 Статья


Управление вниманием в архитектурах моделей делает работу с длинным контекстом эффективнее, а автоматизация обучения и оценки агентов делает возможным полностью автономный машинный интеллект — от построения ML-моделей до генерации и самостоятельного освоения сложных виртуальных миров. Агенты учатся не только действовать в одиночку самостоятельно, но и работать в команде, постепенно осваивая те сферы, где раньше нужен был только человек. Уже сейчас ИИ начинают влиять на нашу работу, а вместе с ростом автономии проявляются и новые риски: от скрытой политической предвзятости до неожиданных стратегий поведения. Возможно, чтобы не потерять контроль над этой эволюцией, нам всем стоит внимательнее присмотреться к когнитивной науке — именно она может стать ключом к пониманию и управлению поведением ИИ-агентов.

Не забудьте подписаться на мой Telegram-канал, где я делюсь инсайтами из ИИ-индустрии, советами по внедрению ИИ в бизнес и разработке ИИ-стартапов. А бесплатный Dataist AI будет ежедневно держать вас в курсе последних исследований в области ИИ. Будем вместе впереди в мире технологий!

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  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 09.10.25 11:05 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

  • 11.10.25 04:41 luciajessy3

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  • 11.10.25 10:44 Tonerdomark

    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

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  • 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

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  • 13.10.25 01:11 elizabethrush89

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  • 14.10.25 01:15 tyleradams

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  • 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

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  • 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

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

  • 30.10.25 12:03 elizabethrush89

    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

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