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Как ИИ-агенты управляют операционной системой и оживляют героев романов: топ-10 исследований ИИ за апрель 2025

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Привет, Хабр! Недавно вышло несколько интересных исследований: один ИИ-агент без участия человека автоматически готовит научную статью, другой научился управлять любыми Windows-приложениями. Появились методы, позволяющие сотням симулированных пользователей выявлять слабые места в интерфейсе; платформа, где герои знакомых романов превращаются в ИИ-агентов и создают новые сюжеты; а также симуляция соцсетей, в которой сотни ИИ-юзеров читают посты, лайкают, репостят и проверяют фейки.

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

1. Новая малая языковая модель: Phi-4-Mini-Reasoning

Производительность Phi-4-Mini-Reasoning на математических бенчмарках
Производительность Phi-4-Mini-Reasoning на математических бенчмарках

В апреле команда Microsoft представила Phi-4-Mini-Reasoning – языковую модель с 3,8 млрд параметров, способную по точности решения сложных математических задач обойти более крупные аналоги (7–8 млрд параметров). Авторы описывают четыре этапа обучения, каждый из которых вносит свой весомый вклад:

  1. Синтетическая дистилляция. Модель скормили 10 млн синтетически сгенерированных цепочек рассуждений, основанных на 1,6 млн задач из публичных датасетов. Благодаря этому CoT (Chain of Thought) компонент получил мощный импульс: точность модели на MATH-500 выросла с 71,8% до 82,9% (+11,1%).

  2. Supervised Fine-Tuning (SFT). Взяли набор задач университетского уровня (алгебра, геометрия, теория чисел, вероятность, интегралы и т. д.) и дообучили модель на полных рассуждениях, где модель учится вовремя завершать доказательство. Это добавило ещё +6,4% к итоговой точности, доведя её до 89,3%.

  3. Direct Preference Optimization (DPO). Вместо удаления цепочек с ошибками, эти битые примеры используются как негативные, и модель учится отдавать более высокую вероятность полностью корректным решениям. Такой подход добавил +4,3%, доведя итоговую точность до 93,6%.

  4. Reinforcement Learning с проверкой финального ответа (PPO + GRPO). Для стабильности обучения выровняли длины CoT-цепочек в батчах (prompt optimization), ребалансировали награды (oversampling тяжёлых задач и равное число неправильных ответов) и плавно снижали температуру генерации с 1,0 до 0,6. Финальный результат – 94,6% Pass@1 на MATH-500. На AIME 2024 модель набрала 57,5% (у DeepSeek-7B – 53,3%, у Llama-8B – 43,3%), а на GPQA Diamond – 52% против 49,5% и 47,3% соответственно.

Абляционный анализ показал, что ключевым является именно первый этап синтетической дистилляции, затем SFT, а DPO и осторожный RL лишь доводят модель до идеала. Особенно интересно то, что неправильные примеры не выбрасываются, а становятся топливом для Preference Learning, а выравнивание CoT и контроль длин гарантируют стабильность PPO. В итоге компактная модель решает университетские математические задачи быстрее и дешевле, чем её более тяжёлые коллеги, что открывает путь к применению SLM (Small Language Models) напрямую в мобильных устройствах.

📄 Статья
🤖 Модель

2. Автоматизируем научный конвейер с The AI Scientist v2

ИИ-системы всё активнее применяют для автоматизации исследований, но большинство решений по-прежнему завязано на ручные шаблоны кода и линейные эксперименты. Как итог — низкая автономность и узкий охват гипотез. В работе AI Scientist-v1 идея «ИИ-учёного полного цикла» была впервые реализована, но для каждой новой темы приходилось писать новый код, а экспериментальное дерево фактически было одной прямой веткой: ошибся — перезапускай всё заново.

Исследователи попытались решить ещё более амбициозную задачу: AI Scientist-v2 должен сам придумать идею, сформулировать гипотезу, сгенерировать код, запустить серию экспериментов, нарисовать графики, написать рукопись и пройти независимое рецензирование. Причём без человеческого вмешательства.

AI Scientist-v2 включает генерацию идей, запуск экспериментов, визуализацию, написание и рецензирование статьи. В отличие от первой версии, система не использует шаблоны, написанные человеком, а с помощью agentic tree search и модуля Experiment Progress Manager сама генерирует и уточняет код. Лучшие версии используются для пошаговой проверки гипотез.
AI Scientist-v2 включает генерацию идей, запуск экспериментов, визуализацию, написание и рецензирование статьи. В отличие от первой версии, система не использует шаблоны, написанные человеком, а с помощью agentic tree search и модуля Experiment Progress Manager сама генерирует и уточняет код. Лучшие версии используются для пошаговой проверки гипотез.

Ключевые новшества:

  • Agentic Tree Search под управлением Experiment Progress Manager — параллельное разветвление и углубление гипотез вместо линейного прохода.

  • Встроенная Vision-Language Model (VLM) проверяет каждый рисунок: есть ли подпись, читабельна ли ось, совпадает ли рисунок с текстом.

  • Проверка идеи на новизну идёт через Semantic Scholar, а итог оценивают рецензенты ICLR 2025.

Этапы работы The AI Scientist v2
Этапы работы The AI Scientist v2
  1. Генератор идей за пару итераций рождает десятки направлений внутри темы.

  2. Experiment Progress Manager разбивает работу на 4 стадии: первичный скаутинг, тюнинг гиперпараметров, основную программу и абляционные прогоны.

  3. На каждой стадии agentic tree порождает узлы-варианты. "Buggy"-узел ловит ошибку, сохраняет стектрейс и уходит в отладку; "non-buggy" идёт дальше.

  4. LLM-оценщик отбирает лучшую ветку по метрике качества, времени и новизны.

  5. Итоговый результат проходит VLM-ревью (оценка визуально-языковой моделью).

Весь этот пайплайн живёт на GitHub-репозитории и принимает датасеты через datasets.load_dataset, будь то MNIST, CIFAR-10. Одновременный запуск до 128 узлов позволяет за ночь перепробовать тысячи конфигураций — руками такое не осилить.

Чтобы проверить концепцию, система без помощи людей написала три статьи и подала их на ICBINB-воркшоп. Итог — одна работа («Compositional Regularization») получила оценки 6-7-6 и вошла в верхние 45% заявок. Две другие провалились: рецензенты нашли дубликаты графиков, слабую мотивацию и пропущенные ссылки.

Одна из статей, сгенерированных AI Scientist-v2, прошла рецензирование на воркшопе ICBINB
Одна из статей, сгенерированных AI Scientist-v2, прошла рецензирование на воркшопе ICBINB

AI Scientist-v2 впервые показал, что полностью автономная система способна пройти peer-review, экономя недели рутинной работы. Но риски — от галлюцинаций LLM до этических вопросов авторства — никуда не делись. Оптимальный путь — гибридная работа: ИИ занимается рутиной, а человек проверяет текст, графики, ссылки. Следующий шаг — встроить узкоспециализированные модули (биология, физика) и честно маркировать ИИ-контент.

📄 Статья
💾 Код

3. Переводим научную статью в код: Paper2Code

PaperCoder доказывает, что LLM-агенты уже умеют писать рабочие репозитории по свежим ML-статьям. Авторы начали с тревожной статистики: в 2024 году лишь 19,5% работ на ICLR, ICML и NeurIPS приложили код. Остальные 80% оставили исследователей без инструмента для проверки результатов. PaperCoder накидывается на эту проблему и показывает, как координация LLM-агентов превращает PDF в GitHub — почти без участия человека.

(a) PaperCoder преобразует научные статьи по машинному обучению в репозитории с кодом, проходя три последовательных этапа: планирование, анализ и кодирование. (b) Синие столбцы отражают общее число принятых статей, а оранжевые сегменты — статьи с официально опубликованным кодом
(a) PaperCoder преобразует научные статьи по машинному обучению в репозитории с кодом, проходя три последовательных этапа: планирование, анализ и кодирование. (b) Синие столбцы отражают общее число принятых статей, а оранжевые сегменты — статьи с официально опубликованным кодом

Система делит пайплайн от статьи до кода на три этапа:

  1. Планирование. Агент извлекает ключевые сущности статьи, строит карту проекта и дерево файлов.

  2. Анализ. Для каждого файла формируется детальное ТЗ с классами, функциями и параметрами.

  3. Программирование. Финальный агент пишет файлы по порядку зависимостей, опираясь на уже созданные модули и config.yaml.

Такое дробление побеждает наивный подход, где одна LLM пытается родить весь репозиторий за раз и путается в импорт-цепочках.

Наивный подход: LLM сразу пытается сгенерировать весь репозиторий из текста статьи, а PaperCoder делит задачу на три этапа
Наивный подход: LLM сразу пытается сгенерировать весь репозиторий из текста статьи, а PaperCoder делит задачу на три этапа

Авторы собрали Paper2CodeBench (90 статей) и PaperBench Code-Dev (20 статей). На первом датасете PaperCoder взял 3,68–3,83 балла из 5 в reference-based и 4,73–4,77 в reference-free, оставив позади ChatDEV и MetaGPT. Разрыв с наивным Paper-baseline ≈ 0,6 балла.

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На PaperBench Code-Dev система воспроизвела 45–51% экспериментов, тогда как базовые агенты не дотянули до 35%. Главное — код почти исполняем: в пяти случайных репозиториях исправления требовали всего 0,81% строк. Типовые патчи — сменить устаревший вызов OpenAI API или добавить trust_remote_code в HuggingFace.

С инженерной точки зрения PaperCoder похож на CI/CD-пайплайн: статья играет роль Pull Request, а тестами служит возможность воспроизвести результаты. Поэтому система настойчиво расставляет приоритеты: сначала интерфейсы, затем модели, потом training loop, и лишь после этого скрипты запуска.

Следующий шаг — встроить PaperCoder прямо в процесс подачи статей на конференции. При сабмите PDF автор получает pull-request с базовой версией кода; рецензент может запускать эксперименты, оргкомитет — проверять воспроизводимость. Уже обсуждается пилот на ICLR-2025: если тест пройдёт, то пожелание прикрепить код к статье станет правилом.

📄 Статья
💾 Код

4. Управляем Windows с Desktop AgentOS UFO

Большинство агентов-автоматизаторов (CUA) до сих пор работают по-старинке: считывают скриншот, ищут нужную кнопку по пикселям и эмулируют клики. Любое обновление интерфейса рушит сценарий, а пользователь в это время лишается мыши и клавиатуры. На практике это приводит к трем болям:

  1. Хрупкость — до 30% скриптов отваливаются после незначительного редизайна.

  2. Медленное выполнение — каждый клик = отдельный вызов LLM, десятки секунд задержки.

  3. Плохой UX — скрипт отбирает рабочий стол, мешая человеку работать.

Сравнение существующих CUA (Computer-Using Agents) и Desktop AgentOS UFO
Сравнение существующих CUA (Computer-Using Agents) и Desktop AgentOS UFO

Команда Microsoft поставила задачу вывести автоматизацию из прототипа в рабочий инструмент для ОС. Итогом стала система UFO — Desktop AgentOS для Windows, в которой:

  • агенты понимают, как автоматизировать UI и API приложений;

  • многопоточная архитектура HostAgent + AppAgents гарантирует изоляцию сбоев;

  • пользователь и агент работают параллельно в окне «картинка-в-картинке».

Иерархия «диспетчер + исполнители» делает систему масштабируемой: добавляем новый AppAgent — и все сложные цепочки автоматически начинают использовать свежую экспертизу:

Общая схема UFO: сверху HostAgent разбирает задачу, снизу пул AppAgent-ов. Такое разделение позволяет работать параллельно и сократило среднее время сессии до 58с
Общая схема UFO: сверху HostAgent разбирает задачу, снизу пул AppAgent-ов. Такое разделение позволяет работать параллельно и сократило среднее время сессии до 58с

Доска - это центральный репозиторий фактов: сюда сохраняются подсказки, статусы и промежуточные результаты, чтобы каждый агент работал с единым источником правды:

Детали HostAgent: он видит процессы, запускает нужное приложение и записывает все на доску. Благодаря явному плану маршрутизации число ошибок распределения упало на 30%
Детали HostAgent: он видит процессы, запускает нужное приложение и записывает все на доску. Благодаря явному плану маршрутизации число ошибок распределения упало на 30%

У программистов больше не болит голова, если вдруг агент застрянет: любая ветка конечна и предсказуема:

FSM HostAgent — пять состояний: CONTINUE → ASSIGN → PENDING → FINISH или FAIL. Чёткая логика ловит тупики; авторестарт удаётся в 92% случаев без участия человека
FSM HostAgent — пять состояний: CONTINUE → ASSIGN → PENDING → FINISH или FAIL. Чёткая логика ловит тупики; авторестарт удаётся в 92% случаев без участия человека

Получается маленький плагин, который знает тонкости Excel или Word и при этом говорит на одном языке с центральным диспетчером:

AppAgent — мини-рантайм для одного приложения
AppAgent — мини-рантайм для одного приложения

Практика показала: чистой автоматизации UI хватает далеко не везде, а чистого vision-парсинга — ещё реже; гибридный вариант закрывает оба пробела:

Гибридный детектор: сначала автоматизация UI, потом OmniParser-v2. Control-Recovery-Ratio вырос с 0 до 9,9% — именно столько невидимых элементов теперь гарантированно находится
Гибридный детектор: сначала автоматизация UI, потом OmniParser-v2. Control-Recovery-Ratio вырос с 0 до 9,9% — именно столько невидимых элементов теперь гарантированно находится

Алгоритм постоянно минимизирует стоимость шага: если есть нативный метод — используем, если нет — кликаем как человек:

Puppeteer решает, что быстрее: API или клик. При экспорте Excel-таблицы один save_as заменил 5 GUI-действий и ускорил операцию с 11 до 3 секунд
Puppeteer решает, что быстрее: API или клик. При экспорте Excel-таблицы один save_as заменил 5 GUI-действий и ускорил операцию с 11 до 3 секунд

Система буквально читает инструкции, прежде чем действовать, и учится на собственных ошибках без дообучения модели:

Подложка знаний: векторный поиск по мануалам и логи успешных запусков. Через неделю база дала +11% к успешному завершению редких задач в Word
Подложка знаний: векторный поиск по мануалам и логи успешных запусков. Через неделю база дала +11% к успешному завершению редких задач в Word

Модель думает, а валидатор отсекает ошибки на лету, итог — меньше задержек:

LLM сразу предлагает пакет шагов, валидатор отбрасывает лишнее. На OSWorld-W число вызовов модели сократилось вдвое, а ценник — на 51,5%
LLM сразу предлагает пакет шагов, валидатор отбрасывает лишнее. На OSWorld-W число вызовов модели сократилось вдвое, а ценник — на 51,5%

Благодаря PiP-сессии роли чётко разделены: агент тихо делает своё дело в окне, а человек — свою работу на основном экране:

Окно PiP — отдельный виртуальный рабочий стол. Пользователь продолжает работу, а скрипт не отбирает курсор; за три недели тестов не было ни одного конфликта
Окно PiP — отдельный виртуальный рабочий стол. Пользователь продолжает работу, а скрипт не отбирает курсор; за три недели тестов не было ни одного конфликта

Человеку оставили «красную кнопку» — последнее слово всегда за ним, если действия потенциально опасны:

Перед удалением файлов или изменением реестра агент спрашивает подтверждение. В 7% сценариев это спасло данные тестеров; фатальных потерь нет
Перед удалением файлов или изменением реестра агент спрашивает подтверждение. В 7% сценариев это спасло данные тестеров; фатальных потерь нет

Так UFO превращается в платформу: любые внешние агенты можно подключить и сразу получить буст за счёт общей структуры:

Registry: сторонний OpenAI Operator обёрнут в 15 строк кода и стал AppAgent-ом. Под управлением HostAgent его SR вырос с 20,8% до 26%
Registry: сторонний OpenAI Operator обёрнут в 15 строк кода и стал AppAgent-ом. Под управлением HostAgent его SR вырос с 20,8% до 26%

Разделение легковесного клиента и «больших мозгов» упрощает DevOps-жизненный цикл и снижает риски утечки моделей:

Клиент-сервер: лёгкий клиент 20 МБ делает скриншоты, облачный сервер ведёт логику и LLM. Админы довольны: обновления ставятся централизованно, без походов к ПК
Клиент-сервер: лёгкий клиент 20 МБ делает скриншоты, облачный сервер ведёт логику и LLM. Админы довольны: обновления ставятся централизованно, без походов к ПК

Долой чёрные ящики: каждый шаг прозрачен, а логи читаются в любом редакторе:

Markdown-логгер: после сессии создаётся файл с промптами, CoT и скриншотами. Разбор бага сократился с 40 до 12 минут
Markdown-логгер: после сессии создаётся файл с промптами, CoT и скриншотами. Разбор бага сократился с 40 до 12 минут

Вопрос качества закрывается за счет того, что плохие шаги быстро всплывают и попадают в приоритет исправлений:

LLM-судья читает журналы, применяет CoT и ставит оценки. 94% автоматических вердиктов совпали с мнениями экспертов
LLM-судья читает журналы, применяет CoT и ставит оценки. 94% автоматических вердиктов совпали с мнениями экспертов

Рабочий пример, как переход к API снижает и время, и риск — особенно после патчей приложений:

Кейс с CSV: GUI-скрипт — 5 кликов, 14с и сбой после обновления Office; API-вариант — 1 вызов, 3с без ошибок
Кейс с CSV: GUI-скрипт — 5 кликов, 14с и сбой после обновления Office; API-вариант — 1 вызов, 3с без ошибок

Что по результатам? На самом сложном наборе данных OSWorld-W агент закрыл 28,6% задач — вдвое выше ближайшего преследователя.

66ca753fe42ffca7ce3fd15350e2680f.png

Веб-браузер: здесь система буквально развернулась. 40% успешных сценариев - это влияние сразу двух факторов: гибридный детектор уверенно ловит кастомные HTML-кнопки, а Puppeteer умеет дергать JavaScript-API.

Кодинг с IDE: самый заметный рекорд. UFO закрыл 58% задач с GPT-4o. Для среды, где окна, панели и всплывающие подсказки меняются еженедельно, это почти магия. Ключевая фишка — RAG: агент вытаскивает свежие хоткеи и команды из документации VS Code или PyCharm прямо во время работы.

Windows-системные утилиты: 45 % успеха, +16% к лучшему старому CUA. Тут решает глубокая автоматизация UI: стандартные контролы хорошо размечены, агент кликает без визуальных догадок и почти не ошибается.

Медиа и видео: скользкий лёд. Всего 38% с мощной о1. Причина проста: видеоплееры и редакторы часто рендерят интерфейс с DirectX, а автоматизация UI тут не поможет, OmniParser угадывает не всё. Это направление для будущей работы.

Офисные пакеты: здесь цифры разошлись: старый LibreOffice в WAA дал лишь 4–7%, а Microsoft 365 в OSWorld-W шагнул до 52%. Команда уже ведёт переговоры с The Document Foundation, чтобы включить больше UI-меток в будущие билды LibreOffice.

Кросс-приложения: тяжёлый кейс: «собери данные в Excel, вставь в Outlook и прикрепи PDF». 9% успеха кажутся скромными, но это втрое выше любого базового агента. Здесь главный ограничитель — долговременная координация. Тут авторы будут работать с долговременной памятью в HostAgent, чтобы он помнил контекст на десятки минут.

dd2ea742d9475bd4121640220c28185e.png

Как итог, UFO убедительно доказывает, что переход от кликов по пикселям к OS-native автоматизации даёт двукратный рост надёжности и половину экономии на вызовах LLM. Главные задачи на следующий этап — портировать подход на Linux/macOS и снизить стоимость инференса через компактные модели, не потеряв в прозрачности и безопасности.

📄 Статья
💾 Код

5. Мультимодальный UniversalRAG

LLM умеют отвечать на самые разные вопросы и вести диалоги, но порой выдают неточные или устаревшие факты, если тема выходит за рамки их области знаний. Чтобы исправить это, используют Retrieval-Augmented Generation (RAG): модель достает фрагменты из внешней базы и генерирует ответ, опираясь на них. Однако классические RAG-решения обычно работают только с одним типом данных (например, текстом) и фиксированными чанками (например, абзацами). Между тем запросы пользователей могут требовать короткие факты, визуальную информацию (форму или цвет) из изображений, динамику или инструкции из видео, и при этом как мелкие фрагменты (абзац, кадр), так и целые документы или ролики.

UniversalRAG — это универсальная архитектура, которая может одновременно работать с текстами, картинками и видео, а еще адаптивно выбирать, какой именно фрагмент и какой размер блока (абзац, документ, изображение, клип, полный ролик) подойдет для каждого запроса.

(А) RAG с одной модальностью не справляется с запросами по другим типам данных. (B) RAG с единой детализацией либо даёт слишком мелкую, либо слишком грубую информацию. (C) RAG с единым корпусом всех данных смещает выдачу в пользу той модальности, которой задан запрос. (D) UniversalRAG решает эти проблемы, используя маршрутизацию по разнообразным корпусам с учётом модальности и уровня детализации.
(А) RAG с одной модальностью не справляется с запросами по другим типам данных. (B) RAG с единой детализацией либо даёт слишком мелкую, либо слишком грубую информацию. (C) RAG с единым корпусом всех данных смещает выдачу в пользу той модальности, которой задан запрос. (D) UniversalRAG решает эти проблемы, используя маршрутизацию по разнообразным корпусам с учётом модальности и уровня детализации.

Как это работает

  1. Разбиение корпусов на субкоркусы: тексты в виде абзацев и целых документов, изображения и видео (клипы и полное видео).

  2. Маршрутизатор (Router) на базе DistilBERT решает, к какому субкорпусу обращаться: никакому, к абзацу, документу, изображению, клипу или полному видео.

  3. Извлечение (Retriever) берёт топ-1 фрагмент из выбранного субкорпуса по косинусному сходству с помощью специализированных энкодеров для текста, изображений и кадров.

  4. Генератор (LVLM) Модели InternVL2.5-8B, Qwen2.5-VL-7B или Phi-3.5-Vision-Instruct создают финальный ответ, учитывая запрос и выбранный фрагмент.

На восьми бенчмарках UniversalRAG показал устойчивое преимущество над другими методами RAG и подходом с единым корпусом. Чем больше модель, тем лучше рост результатов.

Результаты разных RAG-методов
Результаты разных RAG-методов

UniversalRAG удачно решает две ключевые задачи RAG: работает с разными типами данных и гибко меняет объемы контекста. Это важно для виртуальных помощников, образовательных систем и аналитики. Дальнейшие работы направят на улучшение маршрутизатора для неизвестных типов данных, снижение вычислительных затрат и расширение новых модальностей (аудио, 3D, графы).

6. Симуляция юзабилити-тестирования с UXAgent

UX-специалисты тратят часы на поиск нужных людей для пилотных сессий, а ошибки в протоколе исследования всё равно всплывают слишком поздно. UXAgent предлагает радикально другой подход — заменить пилот живыми людьми тысячей LLM-агентов, которые ведут себя как настоящие пользователи.

Исследователь UX генерирует с помощью Persona Generator тысячи персонажей и передаёт их LLM-агенту. Агент с каждой персоной взаимодействует с веб-дизайном, а собранные мультимодальные логи показываются через интерфейс воспроизведения симуляции или через интерфейс «Интервью»
Исследователь UX генерирует с помощью Persona Generator тысячи персонажей и передаёт их LLM-агенту. Агент с каждой персоной взаимодействует с веб-дизайном, а собранные мультимодальные логи показываются через интерфейс воспроизведения симуляции или через интерфейс «Интервью»

Исследователь описывает идеальную персону и распределение демографии. Дальше генератор создаёт 60+ виртуальных покупателей с разными целями и вкусами. Каждого ведёт связка двух циклов: Fast Loop реагирует на интерфейс почти в реальном времени, а Slow Loop периодически думает, сверяя действия с мотивами.

Архитектура LLM-агента включает два цикла: Fast Loop для быстрой работы с вебом и Slow Loop для глубокого размышления.
Архитектура LLM-агента включает два цикла: Fast Loop для быстрой работы с вебом и Slow Loop для глубокого размышления.

Всё, что агент видит и делает, пишется в единую память, а сайт к агенту подключается через упрощённый HTML-коннектор.

Universal Web Connector превращает исходную веб-страницу в упрощённую HTML-структуру с иерархическими именами для всех интерактивных элементов, а модуль Perception создаёт по ней описательную память наблюдений.
Universal Web Connector превращает исходную веб-страницу в упрощённую HTML-структуру с иерархическими именами для всех интерактивных элементов, а модуль Perception создаёт по ней описательную память наблюдений.

60 агентов отправили на WebArena: 45 оформили покупку, средний чек — $57,5, средняя сессия — 9,26 клика. Пятерым UX-исследователям (20–30 лет, опыт 1–6 лет) дали 40 минут поиграть с реплеями, логами мыслей и чат-интервью. Итог: доверие 3,6/5, полезность 3,4/5, прозрачность данных 4/5.

Интерфейс интервью агента: исследователь UX выбирает LLM-персону для проведения качественных интервью
Интерфейс интервью агента: исследователь UX выбирает LLM-персону для проведения качественных интервью

Инструмент полезен тем, что за вечер можно прогнать десятки сценариев без найма дополнительных UX-исследователей. Агенты исследуют слабые места интерфейса, и она уже не похожа на игрушку, а близка к полноценным A/B-тестам: меняете параметры симуляции — и смотрите, как меняются метрики. Пример на видео:

Конечно, LLM в определенной степени предвзяты, а UX-исследователь может переоценить цифровых людей и забыть про эмоции живых. Вывод авторов прост: UXAgent хорош как фильтр идей, но не как замена реальному тесту. Следующий шаг — добавить зрение, учить агентов суммировать мысли и сверять их с поведением настоящих пользователей.

📄 Статья
💾 Код

7. А/B-тестирование с ИИ-агентами

Сколько раз вы откладывали идею новой фичи, потому что для ее проверки нужны тысячи пользователей и несколько месяцев на эксперимент? Исследователи из MIT предложили обход: вместо людей в браузер запускают армию LLM-агентов и получают необходимую статистику уже через пару часов.

Рабочий процесс веб-A/B-тестирования и три проблемы: высокая стоимость и сложность привлечения значительного трафика для достоверных результатов, тестирование может растягиваться на недели и месяцы, ограниченные возможности для проведения тестов
Рабочий процесс веб-A/B-тестирования и три проблемы: высокая стоимость и сложность привлечения значительного трафика для достоверных результатов, тестирование может растягиваться на недели и месяцы, ограниченные возможности для проведения тестов

1 000 виртуальных покупателей, созданных Claude 3.5 Sonnet, получают разные личности — от студента до обеспеченного гурмана. Половина видит обычную колонку фильтров на Amazon, другая — обрезанный список с релевантными опциями. Агент читает JSON-слепок страницы, решает, куда нажать, а Selenium жмёт кнопки за него. Лимит — 20 шагов; параллельный запуск на 16 узлах закрывает тест за вечер.

Архитектура AgentA/B. Система принимает от пользователя информацию об агенте и спецификации тестирования для автоматического: создания большого числа LLM-агентов, осуществления взаимодействия агента с заданной веб-средой, проведения пост-тестового анализа и возврата результатов конечным пользователям
Архитектура AgentA/B. Система принимает от пользователя информацию об агенте и спецификации тестирования для автоматического: создания большого числа LLM-агентов, осуществления взаимодействия агента с заданной веб-средой, проведения пост-тестового анализа и возврата результатов конечным пользователям

Одна итерация предсказания действия проходит так:

  1. Модуль профилирования агента формирует описание агента (LLM-персона, цель пользователя и историю действий).

  2. Модуль разбора среды преобразует веб-страницу в структурированное представление и список возможных действий.

  3. Эти данные передаются LLM-агенту для предсказания следующего действия.

  4. Модуль исполнения действий запускает выбранное действие в веб-среде.

Как работает одна итерация предсказания действия
Как работает одна итерация предсказания действия

В итоге в живом тесте на миллионе сессий LLM-агенты показали конверсию 0,81%, тогда как у реальных пользователей этот показатель составил 0,62%. Иными словами, из 10 000 сессий агенты совершали покупку примерно в 81 случае, а люди – в 62.

Агенты тратили в среднем 6,05 действий (кликов или других взаимодействий) до завершения сессии, а люди – 15,96. Это значит, что агенты идут по прямой к целевому товару: они быстро находят нужные фильтры, категории и кнопки “добавить в корзину”, без лишних прокруток и переходов. Живые пользователи, напротив, часто перебирают несколько разделов, читают описания и сравнивают варианты, что увеличивает число шагов.

После внедрения алгоритма, скрывающего опции фильтрации товаров с релевантностью ниже 80%, число реальных покупок выросло на 10: с 404 до 414. При этом средний чек поднялся с $55,14 до $60,99. Получается, что новый интерфейс не только ускорил выбор товаров, но и подстегнул покупки более дорогих позиций, повысив общую выручку.

Две версии левого фильтра на Amazon.com для A/B-теста: в контрольном варианте показаны все опции фильтра, а в экспериментальном скрываются варианты с релевантностью ниже 80% к запросу
Две версии левого фильтра на Amazon.com для A/B-теста: в контрольном варианте показаны все опции фильтра, а в экспериментальном скрываются варианты с релевантностью ниже 80% к запросу

ИИ-агенты рациональны и им не знакомы импульсивные покупки, но как фильтр идей AgentA/B уже экономит недели и сотни тысяч долларов. Команда подчёркивает: это не замена конечному пользователю, живой трафик всё равно нужен, но к релизу остаётся 1-2 проверенных варианта вместо двадцати гипотез. Метод уже тестируют в ed-tech: агенты разных уровней решают задания и заранее показывают, где ученики буксуют.

📄 Статья

8. BookWorld: Многопользовательская генерация историй

- Теперь мы знаем, что живём свою жизнь в книге.
- Если то, что ты говоришь, правда, я убегу из книги и пойду своим путём.
«Мир Софии», Юстейн Гордер

Что, если знакомый нам роман оживёт и герои начнут общаться без сценариста? Именно это обещает BookWorld — система, которая превращает обычный роман в мультиагентную песочницу. Алгоритм сначала извлекает из текста профили персонажей, карту локаций и скрытые правила вроде «магия для магглов табу». Затем каждому герою выдаётся свой LLM-агент с памятью и целями, а над ними парит «мировой агент», следящий за сценами и глобальными событиями.

Персонажи, находящиеся в одной локации, могут взаимодействовать друг с другом на основе своих целей и других факторов. Карта представлена в виде дискретного графа, где персонажи могут перемещаться между смежными локациями, затрачивая на это несколько ходов.
Персонажи, находящиеся в одной локации, могут взаимодействовать друг с другом на основе своих целей и других факторов. Карта представлена в виде дискретного графа, где персонажи могут перемещаться между смежными локациями, затрачивая на это несколько ходов.

Так за один прогон формируется в среднем 4 230 слов истории, разбитых на сцены и раунды, где инициатива переходит от агента к агенту. При сравнении на пяти метриках BookWorld уверенно обходит прямое генерирование: 95,6% по погружению, 84,1% по консистентности персонажей и 91,2% по качеству текста.

Полный пайплайн симуляции BookWorld: фреймворк начинается с инициализации агентов, после чего они взаимодействуют в ходе сценариев.
Полный пайплайн симуляции BookWorld: фреймворк начинается с инициализации агентов, после чего они взаимодействуют в ходе сценариев.

Пока протестировано 16 романов и шесть LLM, включая Llama-3-70B. Открытые модели справляются хуже — им не хватает стилистики. Кроме того, упрощённая карта мира не позволит полноценно сыграть, скажем, в «Мафию».

Тем не менее BookWorld уже сейчас выглядит как небанальный инструмент для игр и VR, фанфик-мастерских и исследования коллективного поведения агентов. Авторы напоминают: движок не заменит писателя — он строит каркас, а финальную шлифовку текста всё равно делает человек. Зато непредсказуемые повороты сюжета ценят гейм-дизайнеры.

📄 Статья
💾 Код

9. MOSAIC: Песочница социальных ИИ-агентов

Многих волнует, как останавливать поток фейковых новостей в соцсетях. Команда из MIT разработала систему MOSAIC — это большая песочница, где вместо людей сидят ИИ-агенты, разговаривают, лайкают и шарят посты примерно так же, как настоящие пользователи. В такой безопасной модели можно проверить любые правила модерации, не рискуя реальными людьми. Работает система так:

MOSAIC - мультиагентная социальная симуляция, где агенты взаимодействуют в среде, похожей на соцсеть, формируют динамическое поведение на основе памяти и реагируют на дезинформацию через общинную, стороннюю или гибридную проверку фактов.
MOSAIC - мультиагентная социальная симуляция, где агенты взаимодействуют в среде, похожей на соцсеть, формируют динамическое поведение на основе памяти и реагируют на дезинформацию через общинную, стороннюю или гибридную проверку фактов.
  1. Создание агентов. Сначала авторы собрали настоящие анкеты (возраст, интересы, ценности) и научили GPT-4o писать из них короткие биографии. Для остальных юзеров данные вытаскивали из специального набора вопросов (AgentBank) и генерировали случайно, но по правдоподобным распределениям. Каждый агент получил память: он запоминает, что постил, что комментировал, и потихоньку забывает, если воспоминание не важно.

  2. Модуль 1 «Взаимодействие». Симуляция выглядит как мини-Twitter: есть граф подписок, лента и доступные действия: лайк, репост, комментарий, подписка, игнор. Перед любым действием агент считывает ленту, вытаскивает из памяти подходящие воспоминания (интересы, недавние события) и решает, что делать, прямо в промпте. После действия новая запись кладётся обратно в память — так формируется личная история.

  3. Модуль 2 «Реакция на дезинформацию». В систему периодически подмешивают заранее помеченные фейки из базы NewsGuard. Далее запускают три схемы: Факт-чекинг сообществом (сами агенты пишут заметки и оценивают чужие), сторонний факт-чекер – отдельный LLM смотрит самые популярные посты и выносит вердикт, а также гибридный вариант.

    В каждой схеме пост может получить пометку «ложь», понизиться в ленте или быть удалён.

В итоге фейки у ИИ-агентов не разлетаются быстрее фактов. Без модерации большинство ботов осторожничают и просто пропускают сомнительные новости, а любая модерация повышает вовлечённость: когда есть отметки или заметки, агенты смелее лайкают правдивые посты — видно, что им можно доверять.

MOSAIC показывает, что LLM-агенты уже способны воспроизводить многие паттерны из соцсетей и позволяют безопасно тестировать методы борьбы с дезинформацией. Наилучший эффект даёт смесь официального факт-чека и краудсорсинга. Но пока это только модель, а значит, результаты нужно подтверждать на реальных данных и быть готовыми к неожиданным человеческим факторам.

📄 Статья
💾 Код

10. Generative AI Act II: Инженерия когнитивных систем

Работа с LLM проходит через эволюционные этапы. Если раньше достаточно было правильно задать промты, то сейчас требуется гораздо более глубокое понимание внутренних процессов генерации.

Акт I: Prompt-engineering (2020–2023)

Первые годы активного использования LLM были отмечены бурным развитием промт-инжиниринга. В этот период важнейшим навыком стало умение чётко сформулировать запрос модели. LLM воспринимались как улучшенные поисковики: задаёшь точную инструкцию — получаешь релевантный факт или краткий ответ.

Акт II: Cognition-engineering (с 2024-го)

Однако с 2024 года произошла смена парадигмы. Стало ясно, что LLM способны не просто выдавать ответы, но и вести полноценный мыслительный процесс. Теперь акцент сместился с того, "что спросить" на то, "как модель думает в процессе генерации ответа". Это означает, что для получения качественных результатов необходимо запускать в модели последовательность шагов мышления, так называемую цепочку рассуждений (chain-of-thought). Вместо того чтобы использовать заранее подготовленные промты, инженеры начали выстраивать когнитивные структуры, которые помогают модели не просто отвечать, но понимать и логически обосновывать свои ответы.

Этот этап обозначается как cognition-engineering. Ключевой навык теперь заключается в умении управлять когнитивными процессами модели, грамотно задавать направление её размышлений и следить за тем, чтобы шаги её внутренней логики были прозрачны и эффективны.

90630b279f2252aa06cbc072ccdc1c26.png

Чтобы понять эту трансформацию, представим пирамиду DIKW:

  • Data (Данные): Сырые факты, сигналы.

  • Information (Информация): Обработанные данные, имеющие контекст.

  • Knowledge (Знания): Примененная информация, понимание закономерностей.

  • Wisdom (Мудрость): Глубокое понимание, суждения, творчество.

Модели Акта I достигли уровня «Знаний». Они отлично справлялись с запоминанием и выдачей информации. Но Акт II, называемый «Инженерией когнитивных систем» (Cognition Engineering), стремится к уровню «Мудрости». Цель – научить ИИ не просто знать, а понимать «почему» и «как», рассуждать и даже делать открытия.

Пирамида DIKW (Data, Information, Knowledge, Wisdom)
Пирамида DIKW (Data, Information, Knowledge, Wisdom)

Как ИИ учится думать? Этот процесс можно разделить на три ключевых этапа масштабирования, которые хорошо иллюстрирует развитие его базы знаний:

  1. Pre-training (Предварительное обучение): На этом этапе ИИ скармливают гигантские объемы текстов и кода. В его «мозгу» формируются отдельные «острова знаний» – базовые концепции, но связи между ними еще слабые.

  2. Post-training (Дообучение): После предварительного обучения модель дополнительно настраивают на более специфических данных. «Острова знаний» уплотняются, между ними появляются более прочные «мостики» – связи между связанными концепциями.

  3. Test-time Scaling (Масштабирование во время решения задачи): Это сердце Акта II. Когда ИИ получает сложную задачу, он не выдает ответ мгновенно. Вместо этого он использует дополнительное время и вычислительные ресурсы для «глубоких размышлений». Он активно строит длинные цепочки рассуждений, соединяя даже отдаленные «острова знаний». Это позволяет ему находить решения для сложных проблем.

Три этапа масштабирования знаний в моделях
Три этапа масштабирования знаний в моделях

Для реализации глубоких размышлений во время решения задачи (test-time scaling) используются различные методы:

  1. Методы параллельного выбора примеров (Parallel Sampling): Представьте, что ИИ генерирует не один, а сразу несколько (N) вариантов ответа или цепочек рассуждений на один и тот же запрос. Затем специальный механизм (например, голосование по большинству или оценочная функция) выбирает из них наилучший. Это похоже на мозговой штурм, где из множества идей отбирается самая перспективная.

    Иллюстрация методов параллельного выбора примеров
    Иллюстрация методов параллельного выбора примеров
  2. Поиск по дереву (Tree Search): Для сложных задач ИИ может строить «дерево решений». Каждый узел в этом дереве – это возможный шаг в рассуждениях, а ветви – разные пути. ИИ исследует эти пути, оценивая перспективность каждого шага. Пространство поиска определяет, на каком уровне детализации ИИ «думает» (например, отдельные слова, предложения или целые этапы решения). Функция оценки помогает ИИ понять, насколько хорош текущий шаг или насколько перспективна данная «ветка» рассуждений. А алгоритм поиска - стратегия, по которой ИИ исследует «дерево» (например, поиск в ширину, поиск в глубину, MCTS).

    Ключевые компоненты поиска по дереву.
    Ключевые компоненты поиска по дереву.
  3. Многоэтапная коррекция (Multi-turn Correction): ИИ генерирует ответ, затем сам себя (или с помощью внешней системы) проверяет, находит потенциальные ошибки или неточности и пытается исправить свой ответ. Этот процесс может повторяться несколько раз. Тут важен механизм, указывающий на ошибки, и способность модели использовать обратную связь для улучшения своего ответа.

    Ключевые компоненты многоэтапной коррекции
    Ключевые компоненты многоэтапной коррекции
  4. Ансамбль методов масштабирования во время тестирования (Ensemble of Test-Time Scaling Methods): Часто наилучшие результаты достигаются не использованием одного метода, а их комбинацией. Например, ИИ может сначала сгенерировать несколько вариантов решения с помощью параллельного выбора, а затем для каждого из них применить поиск по дереву или многоэтапную коррекцию для выбора и доработки наилучшего. Различные методы могут усиливать друг друга, позволяя ИИ подходить к решению задач более гибко и эффективно.

    Ансамбль методов масштабирования на этапе тестирования
    Ансамбль методов масштабирования на этапе тестирования

Акт II генеративного ИИ знаменует переход от ИИ-систем, основанных на знаниях, к системам, способным на настоящий когнитивный процесс. Техники масштабирования во время решения задачи являются ключевым драйвером этого процесса, открывая перед нами невероятные возможности для решения сложных проблем и научного прогресса.

📄 Статья

***

Вот такие интересные исследования вышли в апреле. 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 также комментирую важнейшие новости. Будем вместе впереди в мире технологий!

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  • 20.03.25 17:21 katherineingram

    CRYPTOCURRENCY RECOVERY FIRM \ FOLKWIN EXPERT RECOVERY. I, Dr. Katherine Ingram, had always been committed to giving my best to my patients in Melbourne, Australia. But everything changed when I was suddenly hit with a medical malpractice lawsuit. The stress and anxiety that came with the legal battle left me feeling overwhelmed, and I was desperate for a solution. In my search for help, I found "MedLegal Solutions," a firm that promised a quick and easy resolution for just $27,000 AUD. They assured me they would handle everything swiftly, easing my burden. Desperate to resolve the situation, I handed over the money, trusting them to take care of the rest. However, as the weeks turned into months, I heard nothing. Calls went unanswered, emails went ignored, and I began to feel more and more helpless. It became clear that something was wrong, and I realized I had been deceived. The more I tried to contact them, the more I found myself being ignored. I soon understood that I was much deeper than I had initially feared. That’s when I turned to Folkwin Expert Recovery for help. From the moment I contacted them, they sprang into action. They immediately began investigating MedLegal Solutions and quickly uncovered a massive web of deceit. It turned out that MedLegal Solutions wasn’t just an incompetent firm; it was part of an elaborate scam. They were operating under multiple false identities across Sydney, Brisbane, and regional Victoria, targeting vulnerable individuals like myself. Folkwin Expert Recovery didn’t just uncover the fraud, they took it one step further. They worked tirelessly with authorities in Melbourne to track down and dismantle the fraudulent operation. They didn’t rest until MedLegal Solutions was shut down for good, ensuring that no one else would fall victim to their schemes. Thanks to their expert recovery efforts, I was able to recover every single cent of my $27,000.This entire ordeal was a wake-up call for me. It was a difficult and stressful time, but ultimately, I came out victorious. Thanks to Folkwin Expert Recovery, not only did I get my money back, but I also found peace knowing that MedLegal Solutions was no longer in business and that their fraudulent operation had been dismantled. It was a painful lesson, but in the end, my finances were intact, and I could move forward with a sense of closure. FOLKWIN EXPERT RECOVERY DETAILS\\ Telegram: @Folkwin_expert_recovery Or Email: Folkwinexpertrecovery(@)tech-center DOT com   Regards, Dr. Katherine Ingram.

  • 20.03.25 19:34 ysabelbristol

    I am YSABEL, a medical student living with my grandmother. For the past few years, I’ve been diligently saving my grandmother’s money to ensure she has a comfortable and secure future. I invested over $40,000 into an online platform, which promised significant returns. After completing several steps, they told me that to withdraw the money, I needed to make another payment of $73,000. As a medical student, my time is already stretched thin, and managing my grandmother’s finances on top of my studies was overwhelming. That's when a costudent, who had gone through a similar experience, recommended MUYERN TRUST HACKER. Initially, I was skeptical. After all, how could anyone help me recover the money I had already lost to such a sophisticated scam? But after reaching out to them, I quickly realized I was in good hands. From the very first conversation, the team at MUYERN TRUST HACKER was professional, compassionate, and knowledgeable. They understood the gravity of my situation and took the time to thoroughly review all the details of my case. They explained the recovery process clearly, step by step, and assured me that they would work tirelessly to help recover the funds I had lost. Their expertise in dealing with online fraud was evident, and for the first time in weeks, I felt a sense of hope that I could regain control over this situation. The recovery process wasn’t immediate, and there were moments of uncertainty, but MUYERN TRUST HACKER remained dedicated and persistent. As someone who has been working hard to save and protect my grandmother’s money, it was devastating to feel like I might lose everything to a scam. But MUYERN TRUST HACKER gave me the support, expertise, and guidance I needed to recover what was lost. I’m deeply grateful for their help, and I now have a renewed sense of hope that I can protect my grandmother’s future. If you find yourself in a similar situation, feeling trapped and overwhelmed by a fraudulent company, I highly recommend MUYERN TRUST HACKER. (Whats A p p at + 1 (440) (335) (0205)  Their team provides real solutions, and their professionalism and dedication were a lifeline for me during a very difficult time. Thanks to them, I feel confident that I can move forward and continue to protect my grandmother’s savings. Alternatively, contact their tele gram also if you need immediate attention at muyerntrusthackertech.

  • 21.03.25 21:19 carmenbeechum643

    (Telegram: https:// t. me/Pro_ Wizard_ Gilbert_ Recovery) Email (pro wizard gilbert recovery (@) engineer. com) I never imagined I would fall victim to a cryptocurrency scam, but that's exactly what happened. My name is [Carmen Beechum, and I invested $500,000 into what | believed was a legitimate trading platform. Everything appeared professional-the website was well-designed, customer service was responsive, and my trading account even showed promising returns.It all seemed too good to be false.However, when I attempted to withdraw my funds, I was met with endless delays and excuses. First, they claimed there were technical issues, then they needed additional verification, and finally, they requested a release fee before processing my withdrawal. Despite complying with their demands, my account was eventually frozen, and all communication from the platform ceased. That's when reality hit me—l had been scammed out of half a million dollars. Desperate to find a way to recover my money, I searched online for solutions. That's when I came across PRO WIZARD GIlBERT RECOVERY, a company dedicated to helping victims of online financial fraud. At first, I was skeptical-after all, I had already been deceived once, and the last thing I wanted was to fall for another scam. But after speaking with their team and reviewing their success stories, I decided to take a chance.Their experts immediately got to work, using advanced blockchain forensics and investigative tools to trace my stolen funds. WhatsApp: +1 (920) 408‑1234 They identified the fraudulent wallets where my money had been transferred and collaborated with financial institutions and law enforcement agencies to take action. Thanks to their persistence and expertise, they were able to freeze the scammers' accounts and successfully recover my $500,000. What seemed like a devastating loss turned into a remarkable recovery. I am incredibly grateful to PRO WIZARD GIlBERT RECOVERY for not only retrieving my funds but also restoring my peace of mind. My experience serves as a warning to others-always be cautious with online investments, but if you ever become a victim, know that recovery is possible with the right experts on your side.

  • 22.03.25 14:13 [email protected]

    The glow of RGB lights still haunts me. There I was, mid-stream, hyping up a Fortnite squad when an email pretending to be a sponsorship opportunity with the subject line "ENERGY DRINK COLLAB!!! *" appeared on my second monitor. I clicked— big mistake. By the time my chat spammed "*SCAM ALERT" in neon caps, a trojan had already ghosted my Bitcoin wallet, $320,000 gone, poof, like a noob disconnecting mid-game. My facecam caught the exact moment my soul left my body: jaw open, headset tilted, the background of anime posters judging me silently. The VOD blew up. Of course, it did. Pandemonium erupted. Donation alerts became panic emojis. My mods DM'd links to "HOW TO FIX CRYPTO THEFT" amidst banning trolls. My wallet? A barren wasteland. My DMs? A cemetery of "*F"s and crypto-bros pitching recovery scams. Then, a lifeline—a chatter named *xX_Cryptosolution_69 typed, "TRUST GEEKS HACK EXPERT. THEY CLAPPED A HACKER FOR MY DOGE ONCE." Desperate, I Googled them mid-stream, muting to scream into a pillow. TRUST GEEKS HACK EXPERT team responded like NPCs scripted for heroics. “Send us the malware file,” they said. “**And your wallet logs. We’ll handle the rest.” For 12 days, they reverse-engineered the trojan, dissecting its code like speed runners cracking a glitch. The virus, it turned out, was a knockoff ransomware dubbed “Crypto rush” (its dev had left a “HACK THE PLANET!!” Easter egg in the code, cringe). TRUST GEEKS HACK EXPERT squad traced its path, resurrecting private keys from registry fragments and backup clouds I’d forgotten existed. The return stream was record-breaking. I rebooted my rig, wallet restored, and titled the stream "HOW I UNBRICKED $320K (AND MY CAREER)." Chatters donated Bitcoin out of solidarity, and schadenfreude. Even my rival streamer, DrL33tGamer, raided me with 10k viewers. TRUST GEEKS HACK EXPERT? They viewed anonymously and left a sub with the message: "GG EZ. These internet Gandalfs didn't just fix a hack—they authored the greatest plot twist in my online existence. Now, my new website, Stream Vault, runs on a server guarded like Fort Knox, and I vet sponsors like the CIA. That fake energy drink company? Its domain now points to a Rickroll. If your crypto gets pawned by a script kiddie, skip the rage quit. Ping the TRUST GEEKS. They're the ultimate cheat code for catastrophe. Just maybe have a malware scanner in closer proximity than your energy drinks next time. (CONTACT SERVICE ) Email, Trustgeekshackexpert[At]fastservice[Dot]com Telegram, Trustgeekshackexpert Email, [email protected] Website, www://trustgeekshackexpert.com

  • 23.03.25 12:24 maryjul75

    There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!

  • 23.03.25 22:01 joaneldnde

    The ground trembled like a nervous intern on espresso shots. One minute, I was monitoring my geothermal Bitcoin miners, humming in harmony with Iceland's most unpredictable volcano. Next? An eruption painted the sky gray with ash, raining destruction like an out-of-control blockchain fork. Power cables flickered out. Servers turned into abstract-art pieces. And my wallet with $460,000 worth of mining revenue fried faster than a motherboard in a tidal wave of lava. I was knee-deep in volcanic mud, clutching the charred wallet, wondering if the universe had a vendetta against renewable energy. For weeks, I’d played geothermal gambler, harnessing Earth’s anger to mine crypto. Now, Mother Nature had countered with a literal power move. My wallet’s backups? Corrupted by ash-clogged drives. My cold storage? Warmer than a freshly erupted fissure. Even the volcanologists on my team shrugged. “We predict lava, not ledger errors,” one said, handing me a business card signed at the edges. “Try these Cyber Constable Intelligence. They’ve fixed crypto in weird places.” Cyber Constable Intelligence phoned on the first ring. Cyber Constable Intelligence saved not just crypto. They demonstrated that even the fury of nature cannot surpass human tenacity. My operation now operates robustly, excavating coins with Earth's anger and a backup generator sufficient to run a small glacier. The volcano? Still grumbling. My wallet? Locked inside a fireproof safe, as irony bites sharper than an Icelandic winter. If your crypto somehow gets smothered beneath the pyroclastic ash of life, skip the freak-out. Call the Cybers. They'll dig through lava streams until your cash bubbles up to the surface. Just maybe set up your rigs a few miles closer to the crater next time. If you’re facing a similar problem I highly recommend contacting Cyber Constable Intelligence 📞 WhatsApp:+1 (2 5 2 ) 3 7 8 7 6 1 1 🌐 Website: www cyberconstableintelligence.com 📩 Telegram: https://t.me/cyberconstable

  • 23.03.25 22:18 [email protected]

    A few months ago, I stumbled upon a post about a cryptocurrency investment platform that I thought was a good idea for me to invest in crypto, I didn’t realize I was being catfished by the cryptocurrency investment manager who promised me huge returns on my investment. I lost my capital of $170,000 and interest without receiving any profits in return, I was devastated And I realized I had been scammed out of my cryptocurrency. I felt hopeless and didn’t know where to turn. i searched everywhere for a solution and That’s when my friend introduced me to a Crypto recovery platform Trust Geeks Hack Expert. At first, I was skeptical—after all, I had just been scammed—but Trust Geeks Hack Expert professionalism and transparency reassured me. They took the time to analyze my case, track my lost funds, and guide me through the recovery process. To my amazement, they successfully retrieved my stolen crypto! I can’t express how grateful I am to Trust Geeks Hack Expert team. Their expertise and dedication gave me a second chance. If you’ve been a victim of a crypto scam, don’t lose hope—Trust Geeks Hack Expert. is the real deal! for assistance, Email: [email protected] (TeleGram:: Trustgeekshackexpert) & what's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 24.03.25 10:03 Diegolola514gmail.com

    "I am incredibly grateful to Sylvester Bryant for his exceptional expertise and assistance in recovering my USDC funds, which were lost to a phishing scam. Thanks to his diligent efforts, he successfully retrieved €480,000 worth of USDC that I thought was gone forever. If you or anyone you know has fallen victim to a similar situation, I highly recommend reaching out to Sylvester for professional assistance. You can contact him via email at Yt7cracker@gmail. com or through WhatsApp/text message at +1 512 577 7957. He is truly a reliable and skilled professional in recovering assets from online scams."

  • 25.03.25 18:06 maryjul75

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

  • 27.03.25 01:52 debrapavon89

    The moment my cold storage device flatlined, erasing $385,000 in Bitcoin I’d saved to launch a chain of zero-waste cafés, I became a ghost haunting my own life. I scrolled through forums until my eyes were streaming, trawling through threads filled with such mouthfuls as "irreversible blockchain entropy" and "cryptographic oblivion A Reddit thread finally revealed to me Cyber Constable Intelligence I reached out, the team at Cyber Constable Intelligence took immediate action. They began tracing the fraudulent car auction site and thoroughly investigating the scam. To my relief, after several weeks of hard work, Cyber Constable Intelligence successfully tracked down the scammers and recovered the full $385,000 I had lost. Their hard work allowed me to move on from this unfortunate experience, I highly recommend their services to anyone who has been affected by online fraud Reach out to their Info below WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com

  • 30.03.25 03:25 orrinharber

    The ad on X (formerly Twitter) popped up on my timeline one lazy Sunday afternoon. It was flashy, bold, and impossible to ignore. The headline read, “ONCE-IN-A-LIFETIME COMEDY EXTRAVAGANZA!” with a dazzling graphic of a stage lit up in neon lights. The caption said: “Kevin Hart, Ali Wong, Dave Chappelle, and a MYSTERY LEGENDARY COMEDIAN live in Vegas! Limited VIP tickets available. Don’t miss out!” The post had thousands of likes, retweets, and comments like, “This is going to be epic!” and “Already got my ticket!” It even had a blue checkmark next to the account name, which made it seem legit. I clicked the link, and it took me to a sleek website with a countdown timer and a list of sold-out ticket tiers. The only option left was a $125,000 VIP package, which promised front-row seats, backstage access, and a meet-and-greet with the comedians. I hesitated for a moment, but the fear of missing out got the better of me. I thought, When will I ever get a chance like this again? So, I entered my credit card details and hit “Purchase.” The confirmation email came through instantly, and I felt a rush of excitement. Little did I know, I’d just fallen for one of the most elaborate scams I’d ever encountered. Looking back, I should’ve noticed the red flags the overly pushy tone of the ad, the lack of reviews for the event, and the fact that no official accounts from the comedians promoted it. But in the moment, it all seemed so real.I had been swept up by the flashy ad, the excitement of the event, and the FOMO (fear of missing out) that made it seem like an opportunity I couldn’t let slip by. Everything about the ad screamed “exclusive” and “once-in-a-lifetime,” which was enough to convince me to take the plunge. Yet, as time went on and I tried to follow up on the event, I found there was no trace of it anywhere. There were no details, no event pages, and no mention from the comedians themselves. My heart sank as I realized I had been scammed.Thankfully, GRAYWARE TECH SERVICES helped me get my money back, but the experience was a hard lesson in online scams. I’ll never forget that ad on X the one that cost me $125,000 and a whole lot of pride. I learned the importance of being cautious online, checking for reviews, and looking for signs of authenticity before jumping into anything that seems too good to be true.You can reach GRAYWARE TECH SERVICES on web at ( https://graywaretechservices.com/ )    also on Mail: ([email protected])

  • 30.03.25 06:22 grace111

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

  • 31.03.25 11:00 maryjul75

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

  • 02.04.25 23:16 frederickhandy

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

  • 02.04.25 23:18 frederickhandy

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

  • 03.04.25 07:57 messijohn

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

  • 03.04.25 10:58 elizabethrush89

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

  • 03.04.25 10:58 elizabethrush89

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

  • 04.04.25 09:49 mkihn634

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

  • 06.04.25 02:29 famousmullica

    BITCOIN SCAM RESTITUTION EXPERT CONTACT DUNAMIS CYBER SOLUTIONDeFi was going to be the future of finance, open, trustless, unstoppable. I was completely on board, planting yields like some kind of digital Johnny Appleseed. My collateral secured with Bitcoin was humming along on my favorite lending platform, earning me passive income while I slept. In came the flash loan attack. One moment, I had six figures securely staked. The next, my positions were liquidated at the speed of regret. My loans, my collateral, my well-thought-out portfolio, poof. Panic came faster than an Ethereum gas spike. I scanned Twitter, hoping it was FUD. Not a chance. Smart contract compromised. Funds stolen. The protocol team acted swiftly to do something, but damage was already done. I spent the next 24 hours jumping back and forth between desperation and denial before coming across a blog post called "DeFi Forensics: Tracing Exploited Funds in a Trustless World." The author? DUNAMIS CYBER SOLUTION. By then, I was willing to call in actual DUNAMIS CYBER SOLUTION if it would make me receive my money back. They responded faster than an MEV bot on a profitable trade. They'd seen it before, protocol exploits, flash loan tricks, liquidation spirals. They followed the stolen money as it bounced through mixers, DEXes, and illicit yield farms. Then the real magic: swapping with white-hat hackers who'd picked up a slice of drained liquidity. Yeah, it seems even crypto pirates have honor. I lingered in suspense for 12 torturous days, reloading the balance in my purse as if there was no tomorrow. And miracle of miracles. DUNAMIS CYBER SOLUTION recovered 90% of what was pilfered. In crypto parlance, it's like extricating from a crashed car and escaping with only a dented fender. I might have lost money, but in exchange, I gained something sweeter, experience-hardened nous. Now I farm returns, not regrets. I triple verify smart contract audits like my life depends on it. I diversify risk across platforms like a neurotic squirrel burying nuts. And when new DeFi platforms are providing "ungodly APYs", I laugh. Because if it smells like magic, it's probably just a rug pull waiting to happen. Lesson learned. Thanks, DUNAMIS CYBER SOLUTION. And what if another exploit ever falls into my hands? I know exactly whom to phone. [email protected] +13433030545 [email protected]

  • 06.04.25 11:30 maryjul75

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

  • 07.04.25 11:16 Lindaporche5

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  • 07.04.25 11:16 Lindaporche5

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

  • 07.04.25 18:09 rashmiramesh

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

  • 07.04.25 18:32 elizabethrush89

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

  • 07.04.25 18:32 elizabethrush89

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

  • 07.04.25 21:03 elizabethrush89

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

  • 08.04.25 03:00 natashaohnson

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

  • 10.04.25 23:26 patricialovick86

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

  • 10.04.25 23:27 patricialovick86

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

  • 11.04.25 00:48 patricialovick86

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

  • 11.04.25 03:20 edwardoelliott6

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

  • 11.04.25 08:10 Beatrice Gallagher

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

  • 13.04.25 01:13 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 13.04.25 01:13 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 14.04.25 23:44 elizabethrush89

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

  • 17.04.25 03:56 tylerkevin

    I discovered CheapCrypto net while searching for a cryptocurrency trading platform that promised lower fees and better arbitrage opportunities than the well-known Binance. Intrigued by the potential for profit, I decided to take a leap of faith and exchanged approximately $45,700.567 worth of USDC for Ethereum. Initially, everything seemed to be going smoothly, and I felt optimistic about my investment.However, when I attempted to transfer my newly acquired Ethereum to my main crypto wallet, I encountered a significant problem. The website repeatedly displayed a message saying, "Trying again…" but my funds remained stuck on CheapCrypto net. As the minutes turned into hours, panic set in. I began to realize that I might have fallen victim to scammers.Desperate for a solution, I started researching ways to recover my lost funds. That’s when I came across DUNAMIS CYBER SOLUTION, a service that specializes in helping individuals recover lost or stolen cryptocurrency. Their reputation for assisting victims of scams and fraudulent platforms gave me a glimmer of hope. I reached out to them, explaining my situation and the challenges I faced with CheapCrypto net.The team at DUNAMIS CYBER SOLUTION was incredibly responsive and professional. They guided me through the process of documenting my transaction and provided me with the necessary steps to initiate a recovery request. Their expertise in dealing with similar cases was evident, and I felt reassured that I was in capable hands.Within a short period, Y DUNAMIS CYBER SOLUTION began their investigation into CheapCrypto net. They utilized advanced tracking techniques to trace the flow of my funds and identify the scammers behind the platform. Their thorough approach and commitment to helping me recover my lost assets were impressive.After a few days of diligent work, I received the fantastic news that DUNAMIS CYBER SOLUTION had successfully traced my Ethereum and was able to facilitate its return. I was overjoyed to have my $45,700.567 restored, and I couldn’t be more grateful for the assistance I received.This has taught me a valuable lesson about the importance of conducting thorough research before engaging with new trading platforms. While the allure of lower fees and arbitrage opportunities can be tempting, it’s crucial to prioritize security and reliability. Thanks to DUNAMIS CYBER SOLUTION, I was able to recover my funds and regain my peace of mind. I promised them that after recovering my assets, I would spread the good news to others who faced similar challenges, ensuring they know there is hope and DUNAMIS CYBER SOLUTION are available 24/7. +13433030545 [email protected] [email protected]

  • 18.04.25 20:39 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.04.25 20:39 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.04.25 02:00 [email protected]

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  • 20.04.25 00:45 khouser

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  • 20.04.25 17:22 patricialovick86

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

  • 20.04.25 17:22 patricialovick86

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

  • 21.04.25 03:51 gleerandon

    Lost, Stolen, or Scammed Crypto Asset Recovery Services For Hire - Contact Dune Nectar Web Expert. The process of recovering lost cryptocurrency assets for victims of fraudulent schemes has presented significant challenges. Individuals who have been defrauded through social media platforms, including Instagram and Telegram, and deceptive investment websites often encounter difficulties in identifying legitimate crypto recovery companies capable of assisting in retrieving their lost investments. The consequences of falling victim to such scams can be profoundly detrimental, extending beyond mere financial loss. The emotional and psychological impact can be severe, potentially leading to significant stress, the accumulation of debt, and even legal complications. In extreme cases, the distress caused by fraudulent activities has been linked to instances of suicide among victims. Given cryptocurrency fraud's multifaceted and potentially devastating repercussions, victims must seek appropriate assistance. Should an individual find themselves in the unfortunate position of having been scammed or having had their cryptocurrency stolen, it is strongly recommended that they contact the DuneNectarWebExpert recovery team. This team specializes in providing support and guidance to individuals seeking to recover their lost funds. To get assistance, victims are advised to file a detailed complaint to DuneNectarWebExpert team via [ Support @Dunenectarwebexpert . com. ] or Telegram [ DuneNectarWebExpert ]. This complaint should include all available evidence related to the fraudulent activity, such as transaction records, communication logs, and any other pertinent documentation. Upon receipt of the complaint and supporting evidence, DuneNectarWebExpert team will commence the necessary procedures to facilitate the recovery of the lost cryptocurrency assets.

  • 21.04.25 12:19 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 24.04.25 17:59 cynthia19morris

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  • 24.04.25 18:04 Marcus Sandford

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  • 25.04.25 15:44 Sharo2025

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  • 26.04.25 19:01 ashlyncarson

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  • 30.04.25 16:39 ratty clara

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  • 01.05.25 14:46 kookersylvia81

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  • 03.05.25 05:01 melissaholroyd

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  • 03.05.25 12:24 ratty clara

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  • 13.05.25 20:21 wendytaylor015

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  • 14.05.25 14:45 Clarkanderson

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  • 14.05.25 14:45 Clarkanderson

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  • 16.05.25 14:18 patricialovick86

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  • 16.05.25 14:18 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. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.05.25 18:33 marywilliam3544

    A few months ago, I became a victim of a crypto scam that cost me more than $42,000. It started with what looked like a legitimate investment opportunity on social media. The platform was well-designed, the “advisors” sounded experienced, and the returns they promised seemed realistic at the time. I did some quick research, saw fake positive reviews, and decided to give it a try.At first, everything seemed to go smoothly. I deposited small amounts and saw returns in my account almost immediately. Encouraged, I added more—until I realized I could no longer withdraw anything. The site shut down, the contact numbers went dead, and the people I had spoken to disappeared. That’s when it hit me—I had been scammed.I was embarrassed, angry, and honestly, heartbroken. I didn’t think there was any way to get the money back. My bank couldn’t help, the police didn’t have any tools for crypto tracing, and I felt completely stuck. Then, a friend referred me to PRO WIZARD GILBERT RECOVERY. I was hesitant at first, but after speaking with one of their recovery specialists, I felt a sense of hope I hadn’t felt in weeks. They were incredibly professional, didn’t make any exaggerated claims, and explained their process clearly.The team began working right away using advanced blockchain forensics to trace the stolen funds. Within a few days, they located the wallets that received my funds and started the legal steps necessary to flag and recover the crypto. I was blown away by how thorough and efficient they were After several weeks of careful investigation and coordination, PRO WIZARD GILBERT RECOVERY successfully recovered nearly 75% of my lost funds. I couldn’t believe it. I went from thinking that money was gone forever to having it returned to me—and all thanks to their dedication and expertise.If you’ve lost money to a crypto scam, I can’t recommend PRO WIZARD GILBERT RECOVERY enough. They’re the real deal. Professional, honest, and relentless in fighting for their clients. Thanks to them, I’ve not only recovered most of what I lost, but I’ve also regained peace of mind. CONTACT INFO=====WhatsApp +1 (920) 408‑1234 TELEGRAM====== http s:// t. me/Pro_Wizard_Gilbert_Recovery EMAIL========== pro wizard gilbert recovery (@) engineer. com

  • 19.05.25 05:42 kylebro

    It’s been hard losing a lot of my money to these companies. I found a crypto Recovery Agent,VIA Email:( [email protected] ) who made sure I got back everything. If your case is similar, you can consult them on how to get your money back. Whats app or text : +1 949 245 7617 Telegram : @dawsonwright Website : bestrecoveryagent.com

  • 20.05.25 11:40 robertalfred175

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

  • 20.05.25 11:40 robertalfred175

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

  • 26.05.25 17:55 Juliuslaurence1

    It started as an ordinary Tuesday. I was transferring 5 BTC my life savings at the time to a new cold wallet for better security. My fingers moved swiftly, copying the address, pasting it, and hitting Send without a second thought. Then ,the horrow struck.A split second after the transaction confirmed, I realized I had pasted the wrong address. A typo. One wrong character. My stomach twisted into knots as I watched my Bitcoin disappear into the blockchain abyss, headed to an address I didn’t recognize. Panic set in. 5 BTC. Over $300,000 at the time. Gone. I spent sleepless nights scouring forums, reaching out to blockchain experts, even pleading with miners but the immutable nature of Bitcoin meant no one could reverse it. The address was active, but the owner? Unknown. Then, I stumbled upon Washington Recovery Pro, a firm specializing in cryptocurrency transaction reversals and asset recovery. Skeptical but desperate, I reached out. Their team, led by a seasoned blockchain investigator named Marcus, took my case. They explained that while Bitcoin transactions are irreversible, if the recipient is identifiable, recovery is possible through negotiation or legal pressure. Using on-chain forensics, they traced the mistaken transaction to a crypto exchange wallet meaning the recipient had likely cashed out or moved the funds. Washington Recovery Pro contacted the exchange, providing irrefutable proof of the erroneous transfer. After weeks of pressure, the exchange froze the funds and initiated a recovery process. two weeks after my heart-stopping mistake, I received an email: Your 5 BTC has been recovered and will be returned to your wallet. I couldn’t believe it. Washington Recovery Pro had done the impossible. My Bitcoin was saved, but not by luck by skill, persistence, and legal expertise. If you ever face a similar nightmare, remember: some mistakes can be undone. Email: [email protected]: +1 (903) 249‑8633‬

  • 30.05.25 05:03 kevinpatmore2

    Good day everyone, some statements people make may appear unbelievable, yet they reflect their truth due to their personal experiences. I'm a truck driver and I enjoy playing the lottery, but it's been 8 years without winning anything significant. I became upset over this and chose to seek help online from anyone skilled in using spells to win the lottery since my grandma had faith in spells and a story about Lord Meduza spells drew my interest. I obtained his contact information, and we discussed all aspects of how he could assist me. In less than 72 hours, Lord Meduza provided me with the lottery numbers I required after he completed the spell for me. I purchased my ticket online, followed the guidance of Lord Meduza, and now my life is fortunate because I won a $42.5 million Jackpot in the lottery I participated in. I’m thankful to Lord Meduza because he truly keeps his promises and I will donate $1 million to the orphanage homes in my city. Email: [email protected] or WhatsApp +18079072687.

  • 01.06.25 17:55 springthorpecameron5

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

  • 02.06.25 16:01 wendytaylor015

    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

  • 02.06.25 16:01 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

  • 03.06.25 22:21 [email protected]

    When I lost $120,000 to obvious price manipulation on a shady derivatives platform, I felt a mix of disbelief and frustration. I had been drawn to this platform by promises of high returns and innovative trading features that seemed too good to be true. Initially, everything appeared to be going well, and I was excited about the potential profits. However, it didn’t take long for me to notice some alarming signs. As I continued to trade, I began to see unusual price fluctuations that didn’t align with the broader market trends. It was as if the platform was orchestrating these movements to manipulate prices in their favor. Despite my growing suspicions, the allure of quick profits kept me engaged. I convinced myself that I could navigate the volatility and come out ahead. Unfortunately, that was a grave mistake. I suffered a significant loss, which wiped out a substantial portion of my investment. It was a gut-wrenching moment, and I felt utterly defeated. In my desperation, I reached out to Web-site: www://trustgeekshackexpert.com/ --- (Email: [email protected]] a firm that specializes in recovering lost funds from fraudulent platforms. I hoped they could help me reclaim at least a portion of my losses.[TRUST GEEKS HACK EXPERT] was incredibly supportive and trustyworthy. They conducted a thorough investigation into the platform’s operations and quickly uncovered the truth was the exchange was fake and designed to exploit unsuspecting traders like me. [TRUST GEEKS HACK EXPERT] revealed that the operators had created a façade of legitimacy, complete with fake testimonials and misleading marketing strategies, to lure in victims.With the evidence gathered by [TRUST GEEKS HACK EXPERT], they took decisive action. They traced my lost funds to the operators’ cold wallets, which are typically used to store cryptocurrencies securely offline. This was a crucial step, as it allowed [TRUST GEEKS HACK EXPERT] to pinpoint where my stolen funds were held. Through a combination of legal pressure and technical expertise, they managed to negotiate the return of $95,000 to me a significant portion of my initial loss.This has been a stark reminder of the risks associated with trading on unregulated platforms. Thanks to [TRUST GEEKS HACK EXPERT], I learned the hard way that it’s essential to conduct thorough research before engaging with any trading service. I now recognize the signs of potential fraud, such as unrealistic profit promises and a lack of transparency. The successful recovery of my funds by [TRUST GEEKS HACK EXPERT]

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