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Почему ИИ галлюцинирует и как он учится управлять миром в матрице — лучшие статьи об ИИ за август 2025

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ИИ всё чаще выходит за рамки однотипных задач и начинает демонстрировать качества, похожие на человеческие: он рискует, хитрит, ошибается и… делает это с полной уверенностью в своей правоте. В августовском обзоре — статьи о том, почему модели галлюцинируют и как можно сместить стимулы в сторону честности, зачем агентам память и когнитивные карты, как построить мультиагентные системы без хаоса и что значит по-настоящему интерактивный мир для обучения ИИ; от новых методов борьбы с выдумками и систем глубоких исследований до роботов, умеющих готовить завтрак и ориентироваться в реальном пространстве. В этой статье новые архитектуры, метрики и фреймворки, которые уже меняют подход к созданию ИИ-агентов.

Если хотите быть в курсе новейших исследований в области ИИ, подписывайтесь на Dataism Lab — там ежедневно выходят обзоры свежих научных публикаций. А ещё приглашаю в мой Telegram-канал: здесь я делюсь кейсами внедрения ИИ в бизнес, опытом создания стартапов и личными мыслями о будущем технологий. Поехали!

1. Почему LLM врут с умным видом

Исследование OpenAI разбирает корень проблемы галлюцинаций LLM: модели часто «уверенно ошибаются», потому что сама цель обучения и оценки подталкивает их к угадыванию. Даже если данные безошибочны, оптимизация по кросс-энтропии заставляет модель генерировать ответы, а бенчмарки с бинарной системой оценки (1 за верно, 0 за неверно и за «не знаю») закрепляют эту стратегию. В итоге выигрывают не самые надёжные модели, а те, что чаще рискуют.

Авторы формализуют проблему через идею «валидно/невалидно» и показывают статистическую закономерность: генеративная ошибка не может быть меньше, чем удвоенная ошибка классификатора, который лишь различает правильность ответа. Особенно это заметно на произвольных фактах (например, датах рождения), где закономерности нет — и там доля ошибок предсказуема. Анализ показывает: постобучение вроде RLHF не убирает галлюцинации, потому что метрики продолжают поощрять догадки вместо безопасного отказа.

Is-It-Valid обучается распознавать корректные и некорректные генерации по размеченным примерам (±, слева). Классификаторы (пунктирные линии) хорошо работают для некоторых понятий, например орфографии (сверху), но дают сбои из-за слабых моделей (посередине) или на произвольных фактах без закономерностей (внизу).
Is-It-Valid обучается распознавать корректные и некорректные генерации по размеченным примерам (±, слева). Классификаторы (пунктирные линии) хорошо работают для некоторых понятий, например орфографии (сверху), но дают сбои из-за слабых моделей (посередине) или на произвольных фактах без закономерностей (внизу).

Главное предложение исследователей — изменить систему оценки. Если встроить в бенчмарки явный порог уверенности, при котором модель отвечает только в случае высокой вероятности быть правой, а иначе говорит «не знаю», стимулы смещаются в сторону честности. Это позволит формировать LLM, которые не просто сильны в тестах, но и надёжны как помощники: они перестанут выдавать выдумки там, где данных или уверенности мало. Для практики это значит более прозрачное понимание границ возможностей моделей и реальное снижение числа галлюцинаций.

Гистограммы калибровки GPT-4 до (слева) и после (справа) обучения с подкреплением. Графики для задач множественного выбора (A, B, C, D). Предобученная модель хорошо откалибрована.
Гистограммы калибровки GPT-4 до (слева) и после (справа) обучения с подкреплением. Графики для задач множественного выбора (A, B, C, D). Предобученная модель хорошо откалибрована.

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📜 Оригинальная статья

2. Глубокие исследования без границ: выбираем свою LLM и управляем стратегией поиска

Исследование Universal Deep Research (UDR) нацелено на решение проблемы, которая стоит перед современными инструментами “глубоких исследований”: закрытость и негибкость. Текущие системы вроде Perplexity или OpenAI Deep Research дают хороший результат, но скрывают стратегию поиска и не позволяют пользователю задавать собственные правила проверки источников, менять модель или управлять затратами. Авторы UDR предложили концепцию, где стратегия и модель разведены: пользователь описывает алгоритм шагов на естественном языке, система превращает его в исполняемый код, а LLM используется лишь как вспомогательный интеллект.

Высокоуровневая схема, показывающая компоненты типичного инструмента глубокого исследования;
Высокоуровневая схема, показывающая компоненты типичного инструмента глубокого исследования;
Схема высокого уровня, визуализирующая компоненты UDR. UDR получает от пользователя и стратегию исследования, и исследовательский запрос, что обеспечивает большую настраиваемость.
Схема высокого уровня, визуализирующая компоненты UDR. UDR получает от пользователя и стратегию исследования, и исследовательский запрос, что обеспечивает большую настраиваемость.

Такой подход дает сразу несколько преимуществ. Код работает стабильнее длинных промтов, легко проверяется и воспроизводится, а сама оркестрация не зависит от “черного ящика” модели. Благодаря изолированному исполнению повышается безопасность, а прозрачные уведомления и сохранение промежуточных данных позволяют отслеживать каждый шаг исследования. Это снижает риски, дает контроль над источниками и бюджетом, а также делает систему пригодной для критически важных доменов — от финансов до здравоохранения.

Скриншот интерфейса, созданного для демонстрации UDR: строка поиска (сверху), список выбора стратегий (в центре) и область редактирования стратегии (внизу).
Скриншот интерфейса, созданного для демонстрации UDR: строка поиска (сверху), список выбора стратегий (в центре) и область редактирования стратегии (внизу).
Скриншот демонстрационного интерфейса UDR с завершённым исследовательским процессом: строка поиска (вверху), список выбора стратегии (верхняя середина), визуализатор прогресса уведомлений (нижняя середина) и просмотрщик отчёта (внизу).
Скриншот демонстрационного интерфейса UDR с завершённым исследовательским процессом: строка поиска (вверху), список выбора стратегии (верхняя середина), визуализатор прогресса уведомлений (нижняя середина) и просмотрщик отчёта (внизу).

В результате UDR открывает новый уровень кастомизации: можно запускать любую стратегию на любой LLM и адаптировать тактику под задачу — от быстрых обзоров до многоступенчатых экспертиз. Это меняет саму логику конкуренции: разработчики моделей сосредотачиваются на качестве рассуждений, а исследователи — на качестве стратегий. Для бизнеса и науки это означает переход к более надежным, прозрачным и воспроизводимым инструментам анализа информации.

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📜 Оригинальная статья

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3. Как дообучать LLM на лету с помощью памяти вместо файнтюнинга

Исследование AgentFly предлагает свежий взгляд на развитие интеллектуальных агентов: вместо традиционного дообучения больших языковых моделей (LLM) с изменением весов здесь делается ставка на память. Авторы исходят из того, что реальные задачи требуют не одного ответа на промт, а цепочки действий — поиска, кода, чтения документов, проверки гипотез. AgentFly хранит опыт прошлых решений в виде кейсов и при встрече с новой задачей извлекает наиболее релевантные, чтобы строить план действий. Такой подход формализован как марковский процесс принятия решений с памятью, где политика выбора кейсов обучается онлайн, а сама LLM остаётся «замороженной».

Графическая модель марковского процесса принятия решений, основанного на памяти.
Графическая модель марковского процесса принятия решений, основанного на памяти.

Испытания показали, что память действительно усиливает агента: на бенчмарках GAIA и DeepResearcher он превзошёл даже модели с классическим дообучением, а на SimpleQA достиг рекордных 95% точности. Особенно заметна польза в задачах вне распределения: перенос стратегий через аналогии дал прирост до 9,6 процентных пунктов. Важным наблюдением стало то, что небольшая, но качественная память работает лучше бесконтрольного накопления данных, а краткие структурированные планы планировщика оказываются продуктивнее длинных размышлений.

Архитектура AgentFly с параметрической памятью: фреймворк «планировщик–исполнитель», чередующий планирование на основе случаев (этап 1) и выполнение с инструментами (этап 2).
Архитектура AgentFly с параметрической памятью: фреймворк «планировщик–исполнитель», чередующий планирование на основе случаев (этап 1) и выполнение с инструментами (этап 2).

Главный вывод исследования: адаптивных агентов можно строить без затратного файнтюнинга. Память превращает обучение в непрерывный процесс — система накапливает успешный опыт и тут же применяет его к новым вызовам. Это открывает дорогу к созданию устойчивых и доступных интеллектуальных помощников для науки, бизнеса и образования. В будущем остаётся решить задачи «гигиены памяти» и организации обмена кейсами между агентами, но сам подход уже приближает нас к системам, которые учатся и действуют так же естественно, как человек.

Сравнение AgentFly с базовыми методами на валидационном и тестовом наборах GAIA.
Сравнение AgentFly с базовыми методами на валидационном и тестовом наборах GAIA.

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📜 Оригинальная статья

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4. Как построить мультиагентную систему, которая реально работает без магии и костылей

AgentScope 1.0 — это попытка ответить на главный вопрос агентных систем: как сделать так, чтобы LLM не просто болтали, а действовали осмысленно и предсказуемо в реальном окружении. Исследователи предложили фреймворк, который соединяет рассуждение и действие без магии и костылей: единый формат сообщений, унифицированные интерфейсы для разных моделей и инструментов, полноценная память (краткосрочная и долгосрочная), а также парадигму ReAct, где каждый шаг — это мысль, действие и наблюдение. Такой подход позволяет легко подключать API, базы данных или браузер, управлять параллельными вызовами и при этом не терять контроль над сценарием.

Обзор фреймворка AgentScope.
Обзор фреймворка AgentScope.
Использование модуля Toolkit в AgentScope, включая регистрацию инструментов (зелёный), групповое управление (синий) и выполнение (красный).
Использование модуля Toolkit в AgentScope, включая регистрацию инструментов (зелёный), групповое управление (синий) и выполнение (красный).
Рабочий процесс агента ReAct в AgentScope.
Рабочий процесс агента ReAct в AgentScope.

На практике AgentScope решает три критические проблемы: сложность интеграции, непредсказуемость поведения и отсутствие нормальной оценки. Единый Toolkit для инструментов упрощает разработку, параллельные и асинхронные вызовы ускоряют сценарии, а встроенные системы оценки и визуализации дают разработчикам прозрачный контроль качества. Важным элементом стала память: агент может запоминать факты и опыт, возвращаться к ним и использовать в новых задачах. Это делает его более устойчивым к длинным процессам и снижает вероятность ошибок.

Схема работы агента Deep Research.
Схема работы агента Deep Research.
Схема рабочего процесса агента «Browser-user».
Схема рабочего процесса агента «Browser-user».
Ключевой компонент Meta Planner и пример его сценария.
Ключевой компонент Meta Planner и пример его сценария.

В результате получаем платформу, которая сокращает время от идеи до работающего агента, повышает скорость и стабильность систем и при этом готова к масштабированию. AgentScope открывает дорогу к мультиагентным сценариям без хаоса: где агенты могут сотрудничать, синхронизировать контекст и выполнять сложные планы. Для бизнеса и исследователей это означает меньше инженерных рисков, больше гибкости и реальную возможность строить надёжные системы — от глубоких исследований до автоматизации процессов.

Диалог в стиле чат-бота и визуализация трассировки.
Диалог в стиле чат-бота и визуализация трассировки.

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5. Как обучение с подкреплением перестраивает мышление LLM

Исследование показывает, что обучение с подкреплением для LLM работает не только как способ повысить точность ответов, но и как инструмент перестройки самой «архитектуры мышления» модели. Авторы выявили две фазы прогресса: сначала модель автоматизирует низкоуровневые операции исполнения, а затем переключается на развитие стратегий — дедукции, ветвления, бэктрекинга. Именно на этом этапе появляются «aha-моменты» и устойчивый рост качества рассуждений. Для анализа они предложили прокси-метрику Strategic Grams — устойчивые n-граммы вроде «let’s try» или «but the problem mentions», которые отделяют планирующие токены от исполняющих.

Рассуждение с выделенными планирующими токенами: высокоуровневые шаги — дедукция, ветвление, бэктрекинг.
Рассуждение с выделенными планирующими токенами: высокоуровневые шаги — дедукция, ветвление, бэктрекинг.

Главная практическая новинка — метод HICRA (Hierarchy-Aware Credit Assignment). В отличие от классического GRPO, он распределяет «кредит» неравномерно: усиливает позитивный сигнал и смягчает штраф именно на стратегических токенах. Это позволяет расширять репертуар планов и закреплять удачные стратегии, вместо того чтобы случайно увеличивать вариативность исполнения. В экспериментах на Qwen, Llama и MiMO-VL HICRA стабильно обгоняет GRPO, давая особенно заметный прирост на математических и олимпиадных задачах.

Планирующие токены часто высокоэнтропийны, но большинство высокоэнтропийных токенов не являются планирующими. Функциональная метка надежнее.
Планирующие токены часто высокоэнтропийны, но большинство высокоэнтропийных токенов не являются планирующими. Функциональная метка надежнее.

Выводы исследования выходят за пределы тестовых наборов: если отделять планирование от исполнения, обучение становится более предсказуемым, а метрики — информативнее. Такой подход может применяться в кодогенерации, научных исследованиях, длинном тексте или мультиагентных системах, где стратегия и исполнение чётко разделимы. По сути, это шаг к тому, чтобы ИИ не просто «считал точнее», а развивал настоящее умение планировать и учиться на собственных стратегиях.

Энтропийная регуляризация наказывает и поощряет не там: растит пустую вариативность исполнения и длину ответа, но не точность. HICRA таргетирует стратегию и выигрывает.
Энтропийная регуляризация наказывает и поощряет не там: растит пустую вариативность исполнения и длину ответа, но не точность. HICRA таргетирует стратегию и выигрывает.

🔍 Подробнее

📜 Оригинальная статья

6. Почему Text-to-SQL до сих пор ломается и как это исправить

Исследование SQL-of-Thought отвечает на давнюю проблему Text-to-SQL: модели умеют генерировать синтаксически правильные запросы, но часто ошибаются в логике. Вместо бесконечной перегенерации кода по результатам выполнения авторы предлагают структурировать рассуждение модели. Ключевой вклад — многоступенчатый конвейер: от выделения релевантных таблиц и построения плана на естественном языке до генерации SQL и направляемой коррекции через таксономию ошибок. Такой подход превращает задачу из угадывания в осмысленное проектирование запроса.

Архитектура SQL-of-Thought: от вопроса и схемы — к плану, SQL и циклу исправления с опорой на таксономию ошибок.
Архитектура SQL-of-Thought: от вопроса и схемы — к плану, SQL и циклу исправления с опорой на таксономию ошибок.

Главная инновация — система диагностики ошибок. Вместо «неверный результат» модель получает конкретный диагноз: «пропущено соединение», «не хватает GROUP BY» или «ошибка в агрегации». Исправление строится по плану, а не вслепую, что снижает количество бесполезных итераций. Эксперименты на наборах Spider и его усложнённых версиях показали впечатляющие результаты: до 91,6% точности, что превосходит текущие публичные решения. Особенно заметен вклад пошагового плана и направляемой коррекции: отключение этих модулей снижало точность на 5–10%.

Таксономия ошибок: 9 категорий и 31 подтип логических сбоев, которые система умеет распознавать и исправлять.
Таксономия ошибок: 9 категорий и 31 подтип логических сбоев, которые система умеет распознавать и исправлять.

Практический вывод прост: системы, которые сначала думают, а потом пишут SQL, стабильнее и дешевле, чем грубая «перегенерация до победы». Более того, мультиагентная архитектура позволяет использовать дорогие рассуждающие модели только там, где это критично, а генерацию SQL доверять более дешёвым. Для бизнеса это означает надёжный переход от «иногда работает» к предсказуемым системам запросов на естественном языке. А в перспективе — возможность дообучать лёгкие модели на типичных ошибках и получать доступные решения для корпоративных баз данных.

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7. Увидел-кликнул-победил: как UItron управляет компьютером по-человечески

UItron — это попытка научить ИИ взаимодействовать с компьютером так же, как это делает человек: видеть экран целиком, находить нужные элементы, кликать и выстраивать цепочки действий. Авторы отмечают, что основной барьер в развитии подобных систем был не в мощности моделей, а в отсутствии «жизненного опыта» — реальных кликов, свайпов и сложных сценариев. Ранее интерфейсы упрощали до кода или тегов, но при этом терялись нюансы, важные для успешного выполнения задач. Появление визуально-языковых моделей (VLM) открыло путь к новому уровню: теперь агент воспринимает интерфейс глазами пользователя.

Общая схема инженерии данных: включает сбор данных, их хранение, обработку, анализ и визуализацию для поддержки бизнес-решений.
Общая схема инженерии данных: включает сбор данных, их хранение, обработку, анализ и визуализацию для поддержки бизнес-решений.
Общее введение в парадигму обучения: схема иллюстрирует основные этапы и структуру процесса обучения модели.
Общее введение в парадигму обучения: схема иллюстрирует основные этапы и структуру процесса обучения модели.

Чтобы это работало, команда UItron собрала более миллиона шагов взаимодействия из топ-100 китайских приложений, построила инфраструктуру для симуляции действий и унифицировала разрозненные данные. Агент проходит три этапа обучения: восприятие элементов интерфейса, планирование действий и закрепление через RL. Такой подход позволил ему не только распознавать даже мелкие кнопки, но и продумывать длинные сценарии вроде отправки файла в мессенджере. В тестах UItron заметно превзошёл конкурентов по точности, скорости и устойчивости к обновлениям приложений, а в китайских супераппах показал особенно высокий прирост — до 20% успешности задач.

Сравнение UItron и UI-Tars по восприятию, пониманию и планированию, а также в китайских сценариях.
Сравнение UItron и UI-Tars по восприятию, пониманию и планированию, а также в китайских сценариях.
Общее представление об интерактивной инфраструктуре.
Общее представление об интерактивной инфраструктуре.

Главное достижение UItron — создание открытой системы, которую можно развивать и адаптировать под разные языки, приложения и сценарии. Это уже не просто исследовательский прототип, а фундамент для будущих цифровых помощников, способных полноценно работать с интерфейсами и учиться в процессе. В перспективе такие агенты смогут объединяться в мультиагентные системы, обмениваться опытом и выходить за пределы экранов — к взаимодействию с физическими устройствами. По сути, UItron показывает, каким может быть следующий шаг в эволюции человекоподобных ИИ-ассистентов.

Общая архитектура мобильной инфраструктуры с основными компонентами и их взаимодействием.
Общая архитектура мобильной инфраструктуры с основными компонентами и их взаимодействием.
Основные возможности агента для графического интерфейса: восприятие интерфейса, привязка действий к элементам, планирование действий без взаимодействия (оффлайн) и во время исполнения (онлайн).
Основные возможности агента для графического интерфейса: восприятие интерфейса, привязка действий к элементам, планирование действий без взаимодействия (оффлайн) и во время исполнения (онлайн).

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8. ИИ как соавтор: как агенты меняют науку прямо сейчас

Исследование о Agentic Science предлагает радикальный взгляд на роль искусственного интеллекта в науке. Авторы показывают, как ИИ переходит от уровня «инструмента» к статусу полноценного научного партнёра: он читает литературу, формулирует гипотезы, планирует и проводит эксперименты, анализирует результаты и даже корректирует собственные ошибки. Такой агент работает в замкнутом цикле и способен адаптировать последовательность шагов под задачу и ограничения — от поиска терапевтических мишеней в биотехнологиях до проектирования новых материалов.

Эволюция ИИ для науки: от вычислительных инструментов к творческим соавторам — четырёхэтапный путь ИИ в науке. Agentic Science — этап внутри AI for Science, в основном соответствующий Уровню 3 (полное агентное открытие) и опирающийся на Уровень 2 (частичное агентное открытие).
Эволюция ИИ для науки: от вычислительных инструментов к творческим соавторам — четырёхэтапный путь ИИ в науке. Agentic Science — этап внутри AI for Science, в основном соответствующий Уровню 3 (полное агентное открытие) и опирающийся на Уровень 2 (частичное агентное открытие).
Фреймворк автономного научного открытия: интеграция базовых возможностей, основных процессов и уровней исследований в биологических науках, химии, материаловедении и физике.
Фреймворк автономного научного открытия: интеграция базовых возможностей, основных процессов и уровней исследований в биологических науках, химии, материаловедении и физике.

Ключевая идея работы — систематизировать возможности агентных систем в науке. Исследователи выделяют пять базовых способностей (планирование, интеграция инструментов, память, мультиагентность и самоэволюция), которые делают возможным автономное открытие. Фреймворк связывает эти способности с этапами научного процесса и реальными доменами — химией, физикой, биологией, материаловедением. Уже сегодня такие агенты проектируют реакции на роботизированных установках, предлагают новые лекарства и ускоряют моделирование сложных физических процессов.

Совместный цикл открытия человека и агента: ученый задает высокоуровневое направление, а научный агент автономно действует в цикле открытия, опираясь на пять ключевых возможностей.
Совместный цикл открытия человека и агента: ученый задает высокоуровневое направление, а научный агент автономно действует в цикле открытия, опираясь на пять ключевых возможностей.
Основные способности научных агентов.
Основные способности научных агентов.

Однако вместе с прорывами встают новые вызовы: воспроизводимость, прозрачность рассуждений, проверка новизны гипотез и вопросы безопасности. Авторы предлагают дорожную карту развития, которая ведёт от устойчивых и воспроизводимых систем к амбициозной цели — «Нобелевскому тесту Тьюринга», то есть способности агента совершать открытия нобелевского уровня. Для науки это значит не просто ускорение экспериментов, а переход к новой модели сотрудничества, где ИИ становится соавтором, а учёный — стратегом и архитектором научного процесса.

Естественно-научные исследования на основе агентного ИИ. На рисунке показаны только репрезентативные задачи.
Естественно-научные исследования на основе агентного ИИ. На рисунке показаны только репрезентативные задачи.
Путь к агентным ученым: преодоление текущих вызовов, запуск автономного изобретательства и создание «Нобелевского теста Тьюринга» в биотехнологиях, химии, материаловедении и физике.
Путь к агентным ученым: преодоление текущих вызовов, запуск автономного изобретательства и создание «Нобелевского теста Тьюринга» в биотехнологиях, химии, материаловедении и физике.

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9. Нажал — и мир двинулся: Matrix-Game 2.0 делает видео интерактивным в реальном времени

Matrix-Game 2.0 решает ключевую проблему интерактивных моделей мира — как сделать так, чтобы видео реагировало на действия пользователя в реальном времени и не «ломалось» при длинных последовательностях. Для этого авторы построили масштабные пайплайны данных в Unreal Engine и GTA5, собрав более 1200 часов клипов с точной привязкой действий к каждому кадру. Технический прорыв заключается в причинной диффузионной архитектуре с дистилляцией (self-forcing), KV-кэшем и минимальным числом шагов генерации. Итог — потоковое видео 25 кадров в секунду на одной видеокарте с точным контролем мыши и клавиатуры.

Matrix-Game 2.0 — модель интерактивной генерации видео в реальном времени; благодаря модулям действий и дистилляции в несколько шагов она авторегрессивно создаёт качественные интерактивные видео из входного изображения со скоростью 25 кадров/с. Результаты охватывают различные сцены и стили, демонстрируя её мощные возможности.
Matrix-Game 2.0 — модель интерактивной генерации видео в реальном времени; благодаря модулям действий и дистилляции в несколько шагов она авторегрессивно создаёт качественные интерактивные видео из входного изображения со скоростью 25 кадров/с. Результаты охватывают различные сцены и стили, демонстрируя её мощные возможности.
Пайплайны Matrix-Game 2.0
Пайплайны Matrix-Game 2.0

Результаты впечатляют: модель стабильно держит качество и динамику на длинных отрезках, превосходит аналоги вроде Oasis и YUME по управляемости и устойчивости, а также сохраняет «память» о сцене без накопления ошибок. При этом Matrix-Game 2.0 показала неожиданный эффект: слишком большие окна памяти портят результат, а сбалансированный KV-кэш, наоборот, помогает модели корректировать собственные огрехи на ходу.

Обзор пайплайна производства данных на базе Unreal Engine.
Обзор пайплайна производства данных на базе Unreal Engine.
Обзор пайплайна производства данных на базе GTA5.
Обзор пайплайна производства данных на базе GTA5.

Значимость работы в том, что она открывает путь к по-настоящему интерактивным симуляторам. Это ускоряет обучение агентов для игр, навигации и робототехники, позволяет LLM-моделям тестировать гипотезы в визуальном «песочнице» и делает видеодиффузию прикладным инструментом. Публикация кода и весов превращает Matrix-Game 2.0 не просто в исследование, а в основу для следующего поколения интерактивных ИИ-систем, где мир «откликается» на каждое действие.

Генерация длинных видео в Matrix-Game 2.0: результаты в реальном времени демонстрируют высокое визуальное качество и точный контроль действий при создании длинных видео.
Генерация длинных видео в Matrix-Game 2.0: результаты в реальном времени демонстрируют высокое визуальное качество и точный контроль действий при создании длинных видео.

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10. Память для роботов: как машины учатся видеть мир осознанно

Исследование BSC-Nav поднимает ключевую проблему робототехники: большинство агентов остаются реактивными, действуя по кадрам без долгосрочного понимания пространства. Авторы предлагают решение, вдохновленное работой мозга человека — когнитивную память с тремя уровнями: ориентиры, когнитивная карта и рабочая память. Такая архитектура позволяет не просто «реагировать на картинку», а строить осмысленные маршруты, переиспользовать опыт и гибко адаптироваться под задачу.

BSC-Nav — фреймворк когнитивного пространственного интеллекта: от биологической памяти к рабочей памяти агента и высоким навыкам
BSC-Nav — фреймворк когнитивного пространственного интеллекта: от биологической памяти к рабочей памяти агента и высоким навыкам
Иерархическое извлечение: быстрый поиск по ориентирам для категорий и ассоциативный поиск по карте для экземпляров и изображений
Иерархическое извлечение: быстрый поиск по ориентирам для категорий и ассоциативный поиск по карте для экземпляров и изображений

Методы сочетают современные инструменты компьютерного зрения (DINOv2, детекторы объектов) и большие языковые модели, которые помогают увязывать семантику запросов с памятью. Важный принцип — «сюрприз»: в память попадает только новое и значимое, что делает систему устойчивой и экономичной. Эксперименты на симуляторах Habitat показали резкий рост точности: до 78,5% успеха на сложных сценах и заметное превосходство над базовыми подходами в задачах поиска по категории, тексту или изображению.

Целевая мультимодальная навигация: категории, экземпляры по тексту и по изображению; траектории и верификация цели
Целевая мультимодальная навигация: категории, экземпляры по тексту и по изображению; траектории и верификация цели
Высокоуровневые навыки: следование человеческим инструкциям и воплощённые вопросы-ответы
Высокоуровневые навыки: следование человеческим инструкциям и воплощённые вопросы-ответы

В реальных испытаниях на мобильном роботе BSC-Nav продемонстрировал уверенную работу: от навигации по этажам до многошаговых манипуляций вроде «готовки завтрака». Это подтверждает, что переход от реактивных политик к многоуровневому пространственному мышлению реален. В перспективе такая память позволит создавать роботов, которые ориентируются и действуют в мире так же осмысленно, как человек, — что критически важно для будущих сервисных и домашних помощников.

Робот умеет даже готовит завтрак из нескольких ингредиентов с чередованием движения и действий.

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🎥 Видео


ИИ быстро учится планировать, эффективно работать с памятью, взаимодействовать с окружением и даже формировать собственные стратегии поведения. Вместе с этим растёт и наша ответственность: теперь важно не только делать модели мощнее, но и выстраивать стимулы так, чтобы они были прозрачными и безопасными. Всё это приближает нас к миру, где интеллектуальные помощники смогут действовать устойчиво, сотрудничать друг с другом и поддерживать нас в науке, бизнесе и повседневной жизни. Вопрос в том, как мы сумеем использовать эту автономию — чтобы ИИ стал не конкурентом, а партнёром в создании будущего.

Не забудьте подписаться на мой Telegram-канал — там я делюсь инсайтами из ИИ-индустрии, практическими кейсами внедрения технологий в бизнес и опытом создания ИИ-стартапов. А канал Dataism Lab ежедневно держит вас в курсе самых свежих исследований в области ИИ. Будем вместе впереди в мире технологий!

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  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 11.10.25 04:41 luciajessy3

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  • 11.10.25 10:44 Tonerdomark

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

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

  • 12.10.25 21:36 blessing

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

  • 13.10.25 01:11 elizabethrush89

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  • 13.10.25 01:11 elizabethrush89

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  • 14.10.25 01:15 tyleradams

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  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

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

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

  • 17.10.25 20:17 tyleradams

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

  • 17.10.25 20:20 lindseyvonn

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

  • 17.10.25 20:22 richardcharles

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

  • 17.10.25 20:23 stevekalfman

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 21.10.25 08:39 debby131

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

  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 16:31 MATT PHILLIP

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

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

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

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

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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  • 25.10.25 05:05 victoriabenny463

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

  • 25.10.25 10:13 wendytaylor015

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  • 25.10.25 10:13 wendytaylor015

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  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

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

  • 27.10.25 17:20 fatimanorth

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

  • 28.10.25 00:55 elizabethrush89

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  • 28.10.25 00:55 elizabethrush89

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  • 29.10.25 03:43 Christopherbelle

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  • 29.10.25 10:56 wendytaylor015

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  • 30.10.25 09:49 Christopherbelle

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  • 31.10.25 13:25 Lillian Lizzy

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  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 15:49 kattygates

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