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На пути к суперинтеллекту: от интернета агентов до кодирования гравитации — лучшие статьи об ИИ за июль 2025

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На горизонте появились новые архитектуры агентов, свежие подходы к памяти и даже попытка описать гравитацию с помощью нейросетей. ИИ постепенно становится новой средой для науки, экономики и цифровой жизни. Малые языковые модели бросают вызов гигантам, интернет готовится к эре автономных агентов, а когнитивные подходы открывают дорогу к системам, которые думают не токенами, а концептами. Давайте во всем этом разбираться.

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1. Малые языковые модели: рабочие лошадки агентного ИИ

Больше половины крупных компаний в мире уже внедряют ИИ-агентов. Рынок оценивается в миллиарды долларов и, по прогнозам, к 2034 году вырастет до $200 млрд. Но в основе большинства решений всё ещё стоят большие языковые модели (LLM): невероятно мощные, но дорогие в обучении и эксплуатации. Они требуют гигантских дата-центров, миллиардных инвестиций и огромных затрат на инференс.

Исследователи из Nvidia предлагают другой путь: переход от монолитных LLM к малым языковым моделям (SLM). Эти системы с размером до 10 млрд параметров оказываются не только дешевле и быстрее, но и лучше вписываются в архитектуру многозадачных агентов.

В агентных системах значительная часть работы связана с рутинными операциями — планированием шагов, обращением к инструментам, поддержкой диалога. Для этого не нужны монстры на 70–175 млрд параметров. SLM способны выполнять такие задачи на сопоставимом уровне качества, но при этом работают в десятки раз быстрее и экономичнее.

Авторы сравнили модели разных размеров (от 125 млн до 175 млрд параметров), замерили энергопотребление и скорость инференса, а также разобрали архитектуру агентных систем.

Слева: языковой модель одновременно выступает как интерфейс для человека и как оркестратор вызовов инструментов для выполнения задачи. Справа: языковая модель играет роль интерфейса (необязательно), а вся оркестрация взаимодействий выполняется специальным контроллером.
Слева: языковой модель одновременно выступает как интерфейс для человека и как оркестратор вызовов инструментов для выполнения задачи. Справа: языковая модель играет роль интерфейса (необязательно), а вся оркестрация взаимодействий выполняется специальным контроллером.

Они предложили алгоритм миграции на SLM: логировать вызовы LLM; выделять рутинные задачи; подбирать и дообучать подходящие малые модели.

Современные SLM (Microsoft Phi-2, NVIDIA Nemotron-H, SmolLM2) демонстрируют уровень рассуждений и кодогенерации, сопоставимый или превосходящий LLM с 30–70 млрд параметров. Стоимость и задержки снижаются в 10–30 раз. А в реальных приложениях до 70% вызовов LLM можно заменить SLM без потери качества

Будущее, по мнению авторов, за гибридными системами: малые модели станут “рабочими лошадками” агентов, а большие — точечным ресурсом для самых трудных задач. Это смещает фокус с гонки параметров к прагматике — эффективности, модульности и реальной полезности.

📄 Статья

2. Agentic Web: новая эпоха интернета

Интернет всегда эволюционировал вместе с технологиями. В 90-е пользователи вручную искали нужные страницы через каталоги и поисковики. В 2000-е внимание сместилось к персонализированным лентам и рекомендациям: главным ресурсом стало время и внимание человека. Сегодня начинается новая глава — Agentic Web, где действующими лицами становятся автономные ИИ-агенты.

Эволюция взаимодействия пользователя и системы в трёх эрах интернета: Эра ПК-Web: пользователи в основном потребляли контент, взаимодействие было ограничено. Мобильная эра: появился двусторонний поток — пользователи и потребляли, и создавали контент. Эра Агентного Web: задачи делегируются ИИ-агентам, которые работают с информационными сетями вместо пользователя.
Эволюция взаимодействия пользователя и системы в трёх эрах интернета: Эра ПК-Web: пользователи в основном потребляли контент, взаимодействие было ограничено. Мобильная эра: появился двусторонний поток — пользователи и потребляли, и создавали контент. Эра Агентного Web: задачи делегируются ИИ-агентам, которые работают с информационными сетями вместо пользователя.
Эволюция Web шла постепенно, с наложением технологий, функций и бизнес-моделей
Эволюция Web шла постепенно, с наложением технологий, функций и бизнес-моделей

Современная сеть перегружена: тысячи сервисов, API, источников данных. Даже самые умные рекомендательные системы решают лишь часть задачи. Сложные процессы — будь то планирование путешествия, подготовка научного отчёта или организация поставок — всё ещё требуют ручного участия человека.

Agentic Web строится вокруг мультиагентных систем, которые не только ищут информацию, но и выполняют многошаговые задачи. Пользователь ставит цель → система планирует → агенты взаимодействуют друг с другом → результат возвращается человеку.

Цикл Agentic Web: пользователь задаёт задачу → система планирует и выбирает агентов → агенты взаимодействуют и выполняют → результат возвращается пользователю
Цикл Agentic Web: пользователь задаёт задачу → система планирует и выбирает агентов → агенты взаимодействуют и выполняют → результат возвращается пользователю

Здесь важны три измерения:

  1. Интеллект — агенты умеют планировать и рассуждать.

  2. Взаимодействие — они общаются не только с пользователем, но и между собой (A2A).

  3. Экономика — конкуренция идёт не за клики, а за эффективность выполнения задач.

Концепция Agentic Web: три измерения — интеллект, взаимодействие, экономика
Концепция Agentic Web: три измерения — интеллект, взаимодействие, экономика

Agentic Web превращает интернет из «сети страниц» в сеть действий: вместо ссылок работают каналы координации, вместо поисковой выдачи — оркестрация агентов, агенты взаимодействуют друг с другом, а человек остается заказчиком результата.

Эволюция архитектуры Web: от статичных страниц к умной автоматизации. Роли пользователей — от навигатора до директора, взаимодействие — от клика к диалогу
Эволюция архитектуры Web: от статичных страниц к умной автоматизации. Роли пользователей — от навигатора до директора, взаимодействие — от клика к диалогу
Алгоритмические переходы от традиционного Web к агентному Web
Алгоритмические переходы от традиционного Web к агентному Web

Примеры уже появляются: агент бронирует билеты в рамках бюджета, составляет сравнительный отчет по ИИ-моделям или координирует доставку товаров.

Пример взаимодействия: планирование путешествия
Пример взаимодействия: планирование путешествия

С одной стороны нас ожидает рост эффективности: агенты экономят время, беря на себя рутину; новые рынки: реестры агентов, сервисные аукционы, автоматические рекомендации «для агентов», а также эволюция экономики: вместо кликов и удержания — метрики успешности задач. Но с другой стороны вопрос безопасности: от атак на память агентов до подделки сервисов и несанкционированных транзакций; социальные последствия: перераспределение труда и изменение роли человека в цифровой экосистеме.

Схема AgentWeb: пользователь ставит задачу → клиентский агент ищет подходящих агентов (A2A) → выполнение с привлечением ресурсов (MCP) → результат пользователю
Схема AgentWeb: пользователь ставит задачу → клиентский агент ищет подходящих агентов (A2A) → выполнение с привлечением ресурсов (MCP) → результат пользователю

📄 Статья

3. За пределами токенов: как строить интеллект будущего

LLM впечатляют нас мультимодальностью и всё более сложными рассуждениями. Но в основе они остаются «предсказателями следующего слова». Масштабирование параметров уже даёт всё меньший прирост: у моделей по-прежнему нет долговременной памяти, причинности и настоящей агентности.

Хронология 1950–2025: от символических систем к мультимодальным и общим ИИ
Хронология 1950–2025: от символических систем к мультимодальным и общим ИИ

Авторы обзора Thinking Beyond Tokens ставят задачу: очертить когнитивные и архитектурные основы для будущего AGI. Они обращаются не только к ИИ, но и к нейронауке и психологии, чтобы понять: что нужно, чтобы система думала целенаправленно, а не просто подбирала статистические шаблоны.

В обзоре собраны ключевые направления. С одной стороны, рассматриваются пределы трансформеров и рост Mixture-of-Experts, эвристики рассуждения вроде Chain-of-Thought, Tree-of-Thoughts и ReAct, а также новые связки извлечения знаний, планирования и использования инструментов (Agentic RAG). С другой — аналогии с мозгом: от роли гиппокампа в памяти до моделей, где множество агентов работает как «сообщество нейронов».

Обзор AGI: типы интеллекта, вызовы согласования, прогнозы развития, эры ИИ, парадигмы обучения и архитектуры (PINNs, KANs, SNNs)
Обзор AGI: типы интеллекта, вызовы согласования, прогнозы развития, эры ИИ, парадигмы обучения и архитектуры (PINNs, KANs, SNNs)

Ключевой вывод: пост-обучение (RLHF) делает модели лучше, но не решает фундаментальных ограничений. Прорыв лежит в другом — во внешней памяти, моделях мира, мультиагентных архитектурах и новых классах систем вроде Large Concept Models и Large Reasoning Models. Эти подходы дают шанс перейти от статистического воспроизведения к настоящему мышлению.

Когнитивные основы AGI: функции мозга, память, действия,  модели мира
Когнитивные основы AGI: функции мозга, память, действия, модели мира

Авторы амбициозны в выводах: AGI не появится из ещё одного GPT, пусть даже с сотнями миллиардов параметров. Будущее требует архитектурного сдвига — к модульным системам, где память и планирование встроены в саму основу, а агентность становится не надстройкой, а базовой функцией.

Прогресс AGI к человеческому уровню: интеграция символических и нейронных моделей, память, причинность, планирование, безопасность
Прогресс AGI к человеческому уровню: интеграция символических и нейронных моделей, память, причинность, планирование, безопасность

📄 Статья

4. ИИ как игровой движок: новая философия мультиагентных систем

Сегодня ИИ уверенно ведёт беседу, пишет тексты и даже сочиняет истории. Но реальная жизнь устроена сложнее: в ней взаимодействуют десятки людей и организаций, принимаются коллективные решения, возникают конфликты и компромиссы. Как научить ИИ работать в таких условиях?

Исследователи из Google DeepMind предлагают необычную метафору: смотреть на мультиагентные системы как на игровой движок. В настольных ролевых играх всегда есть мастер игры, который следит за логикой событий и управляет миром. В новой архитектуре эту роль выполняет специальный «мастер-агент», построенный из тех же модулей, что и остальные участники, но отвечающий за согласованность.

Главная идея — создать универсальную систему, которая может решать три разные задачи:

  • Оценка моделей (Evaluationist): честные и воспроизводимые тесты.

  • Истории (Dramatist): генерация увлекательных сюжетов и персонажей.

  • Симуляции (Simulationist): построение маленьких вселенных для изучения причинно-следственных связей.

Каждый агент работает как контейнер для модулей: памяти, правил поведения, социальных норм. Один модуль принимает итоговое решение, остальные задают контекст. Сценарий можно запускать пошагово, параллельно или асинхронно — как в соцсетях, где события происходят одновременно.

Результатом стала библиотека Concordia v2, которая позволяет собирать сценарии из готовых блоков. Дизайнеры могут быстро строить миры, а инженеры — добавлять надёжные модули. Такая система полезна и для тестирования моделей, и для научных исследований, и для креативных проектов.

Главный вывод авторов: не стоит пытаться совместить всё сразу. Для каждого сценария нужна своя мотивация и своя архитектура. Тогда мультиагентный ИИ перестаёт быть хаотичной смесью скриптов и становится настоящей моделью мира — инструментом для науки, бизнеса и творчества.

📄 Статья

💾 Код

5. Самоэволюционирующие агенты: шаг к искусственному сверхинтеллекту

У LLM есть ключевое ограничение: они статичны. Как только обучение завершено, внутренние параметры не меняются, даже если модель сталкивается с новыми задачами или средами. Методы вроде RAG или продвинутого промптинга лишь частично решают эту проблему, оставаясь узким горлышком.


Траектория: от LLM → к фундаментальным агентам → к саморазвивающимся → к суперинтеллекту (ASI)
Траектория: от LLM → к фундаментальным агентам → к саморазвивающимся → к суперинтеллекту (ASI)

На этом фоне всё громче звучит новая парадигма: самоэволюционирующие агенты. Это системы, которые умеют учиться «на лету», обновлять память, менять инструменты и даже перестраивать собственную архитектуру. Такой подход открывает дорогу к настоящему искусственному сверхинтеллекту (ASI).

Хронология 2022–2025: фреймворки саморазвивающихся агентов (планирование, инструменты, самосовершенствование)
Хронология 2022–2025: фреймворки саморазвивающихся агентов (планирование, инструменты, самосовершенствование)

Авторы свежего обзора предлагают первую систематическую классификацию этой области. Они выделяют, что именно может эволюционировать (модель, контекст, инструменты, архитектура), когда это происходит (в процессе задачи или между задачами) и как реализуется (через обратную связь или эволюционные механизмы).

Обзор саморазвивающихся агентов — что, когда, как и где эволюционировать, как оценивать
Обзор саморазвивающихся агентов — что, когда, как и где эволюционировать, как оценивать

Ключевые наблюдения:

  • Эволюция затрагивает не только веса модели, но и память, промпты, инструменты и топологию агентов.

  • Динамика делится на быстрые механизмы внутри задачи и устойчивые обновления между задачами.

  • Популяционные стратегии и ко-эволюция помогают преодолевать локальные минимумы и согласовывать действия множества агентов.

  • Для оценки нужны новые метрики: адаптивность, удержание памяти, безопасность, эффективность.

Методы варьируются от «текстовых критиков» до популяционных алгоритмов, от семантических структур памяти до динамического поиска архитектур. Они уже находят применение в медицине, коде, образовании, финансах и веб-навигации.

Стратегии на основе вознаграждений: текстовые, внутренние, внешние и др.
Стратегии на основе вознаграждений: текстовые, внутренние, внешние и др.

Возможности огромны: персонализация на лету, обучение из собственных ошибок без гигантских затрат, коллективный разум мультиагентных систем. Но риски столь же велики: катастрофическое забывание, уязвимости в автоматически созданных инструментах, манипуляции с системой наград, рост вычислительных издержек.

Метрики и парадигмы оценки: адаптивность, безопасность, эффективность; от статических тестов до обучения на протяжении всего жизненного цикла
Метрики и парадигмы оценки: адаптивность, безопасность, эффективность; от статических тестов до обучения на протяжении всего жизненного цикла

Авторы подчёркивают: дорога к искусственному сверхинтеллекту невозможна без ко-эволюции агентов и сред, надёжных механизмов безопасности и оценки не только текущих возможностей, но и траекторий роста.

📄 Статья

6. Экономика в эпоху ИИ: как LLM-агенты проектируют налоговую политику

Современные экономические модели сталкиваются с двумя ограничениями.

Первое — чрезмерная простота математики: формулы оптимального налогообложения предполагают фиксированную реакцию людей на изменения ставок, хотя в реальности труд и доходы адаптивны.

Второе — «сверхрациональность» агентов в моделях: они игнорируют когнитивные ограничения и разнообразие человеческого поведения.

LLM Economist предлагает радикально иной путь: использовать языковые модели для симуляции целых экономических систем и поиска оптимальных налоговых правил на естественном языке.

Система строится на двух уровнях:

  • планировщик проектирует налоговый график;

  • работники с разными «персонами» решают, сколько труда предложить, стремясь максимизировать свою полезность.

Взаимодействия проходят в текстовом формате: промпты, диалоги, JSON-ответы. Популяции агентов формируются по данным американской статистики, что придаёт симуляции демографический реализм.

Слева: создаётся популяция агентов-«работников» с разными навыками и персонами. В центре: они читают тексты, выбирают труд, получают «полезность», а агент-планировщик предлагает налоговый график для максимизации общественного благосостояния. Среда управляет налогами, выплатами и переходами состояния. Справа: дизайн механизма показан как подъём по «социально-экономическому ландшафту», где шаги планировщика направляют систему к более выгодному равновесию.
Слева: создаётся популяция агентов-«работников» с разными навыками и персонами. В центре: они читают тексты, выбирают труд, получают «полезность», а агент-планировщик предлагает налоговый график для максимизации общественного благосостояния. Среда управляет налогами, выплатами и переходами состояния. Справа: дизайн механизма показан как подъём по «социально-экономическому ландшафту», где шаги планировщика направляют систему к более выгодному равновесию.

Методы основаны на игре Штакельберга: планировщик раз в «налоговый год» меняет ставки, а работники адаптируют свои решения чаще.

  • Планировщик достигал до 90% от теоретического оптимума общественного благосостояния, превосходя существующие налоговые схемы США.

  • Система устойчиво перераспределяла доходы без снижения совокупного труда.

  • Встроенные «политэкономические эффекты» воспроизводили социальные явления: тиранию большинства, циклическую сменяемость власти при выборах планировщика.

Главное открытие: ИИ способен быть не только симулятором индивидуального поведения, но и «поисковиком общественных правил». LLM Economist становится уникальной тестовой площадкой для налоговых экспериментов будущего. Здесь можно безопасно проверять гипотезы, которые в реальной экономике слишком рискованно вводить напрямую.

📄 Статья

💾 Код

7. MemOS: новая операционная система памяти LLM

Память давно считается ахиллесовой пятой больших языковых моделей. Знания вшиты в параметры и плохо обновляются, контекст и KV-кеш живут лишь в пределах одного диалога, а механизмы RAG остаются статичными: без версионирования, без контроля доступа. В итоге модели быстро теряют консистентность, не умеют работать с длительным взаимодействием и плохо переносят накопленный опыт.

MemOS показывает лучшие результаты во всех задачах рассуждений. На графике приведены оценки LLM-Judge по бенчмарку LOCOMO: четыре категории (одношаговые, многошаговые, открытый домен, временные рассуждения) и среднее.
MemOS показывает лучшие результаты во всех задачах рассуждений. На графике приведены оценки LLM-Judge по бенчмарку LOCOMO: четыре категории (одношаговые, многошаговые, открытый домен, временные рассуждения) и среднее.

Новое исследование предлагает системный ответ: рассматривать память как полноценный управляемый ресурс — с API, жизненным циклом, миграциями, правами доступа и аудитом.

В основе лежит концепция MemCube — минимальной ячейки памяти. Она хранит данные (текст, KV-тензоры, параметрические патчи) и метаданные (источник, версию, приоритет, срок жизни). MemOS позволяет переводить знания между типами памяти: дистиллировать их в веса модели или, наоборот, размораживать устаревшие параметры в редактируемый текст.

Категоризация знаний LLM и иерархия памяти
Категоризация знаний LLM и иерархия памяти

Система организована в три уровня:

  1. Интерфейсный слой — Memory API и пайплайны запросов.

  2. Операционный слой — планировщик, операторы поиска, управление жизненным циклом.

  3. Инфраструктурный слой — хранилища, контроль доступа, рынок модулей памяти.

Эволюция памяти LLM: от исследования к человекоподобной и инструментальной памяти
Эволюция памяти LLM: от исследования к человекоподобной и инструментальной памяти

Тесты на бенчмарке LOCOMO показали, что MemOS уверенно обходит существующие решения. Средняя оценка LLM-Judge — 73.31 ± 0.05. Особенно заметен прирост в многозвенных и временных рассуждениях. По задержкам MemOS сопоставим с «полным контекстом», а с KV-инъекцией время отклика первого токена снижается до 94%.

Этапы обучения: предобучение → постобучение → Mem-обучение
Этапы обучения: предобучение → постобучение → Mem-обучение

MemOS задаёт новую парадигму: «память как системный ресурс». Это открывает возможности для: долговременного рассуждения, персонализации, обмена знаниями между агентами и нового типа обучения — Mem-training.

Пути преобразования трёх типов памяти в единую систему
Пути преобразования трёх типов памяти в единую систему

В перспективе MemOS может стать недостающим слоем, который превратит LLM из собеседников с плохой памятью в действительно долговременные эволюционирующие системы.

Архитектура MemOS: от ввода пользователя до управления памятью
Архитектура MemOS: от ввода пользователя до управления памятью

📄 Статья

💾 Код

8. Ella: воплощенный агент с памятью и характером

В последние годы всё больше исследований посвящено агентам, которые не просто выполняют команды, а живут в цифровых сообществах, взаимодействуют друг с другом и развиваются со временем. Но у таких систем есть серьёзный изъян: память у них краткосрочная. Человек же опирается на два вида памяти — эпизодическую («что и где произошло») и семантическую («факты и связи»). Именно они позволяют строить долгосрочные планы и выстраивать социальные отношения.

Воплощённые агенты учатся всю жизнь через восприятие и социальное взаимодействие. Ella развивает эпизодическую и семантическую память
Воплощённые агенты учатся всю жизнь через восприятие и социальное взаимодействие. Ella развивает эпизодическую и семантическую память

Цель нового исследования — объединить LLM с долговременной мультимодальной памятью, чтобы создать агента, который живёт в виртуальном мире почти как человек.

Архитектура двухуровневая:

  • Семантическая память хранит знания об объектах, местах и агентах в виде графа, дополняемого картой города.

  • Эпизодическая память фиксирует события с координатами, текстовыми выжимками и изображениями.

Алгоритмы позволяют извлекать прошлые эпизоды по содержанию, близости или времени. Это помогает агенту строить планы, корректировать их по ходу и вести осмысленные диалоги.

Пример сообщества из 15 агентов и 4 групп. Агент Элизабет Менса.
Пример сообщества из 15 агентов и 4 групп. Агент Элизабет Менса.

В симулированных городах Ella убедительно превзошла конкурентов.

  • В задаче Influence Battle её приглашения на вечеринки обеспечили явку 53,4% против 24–42% у аналогов.

  • В испытании Leadership Quest Ella завершила 32,5% групповых задач — в четыре раза больше ближайшей по успеху системы.

Ключевым фактором оказалась именно долговременная память: другие агенты часто забывали детали и срывали задачи, несмотря на большое количество диалогов.

Семантическая память (граф), эпизодическая (события). Ella строит расписание, обновляет память и корректирует действия.
Семантическая память (граф), эпизодическая (события). Ella строит расписание, обновляет память и корректирует действия.

Исследование демонстрирует качественный скачок в социальном поведении ИИ. Агент учится учитывать время и пространство, убеждать других и координировать группы.

Ella — это шаг к агентам, которые не просто реагируют на стимулы, а действительно живут в цифровом мире, накапливают опыт и знания, а значит — становятся ближе к человеку.

📄 Статья

💾 Демо

9. SciMaster: новые горизонты научного ИИ

Одной из самых амбициозных задач искусственного интеллекта остаётся ускорение научных открытий. Но чтобы помочь исследователям, ИИ должен сначала доказать, что способен работать на переднем крае науки. Исследователи представили систему SciMaster — открытую архитектуру научных агентов, которая показала рекордные результаты на одном из самых сложных междисциплинарных тестов современности — Humanity’s Last Exam (HLE).

X-Masters показал лучший результат 32.1% на Humanity’s Last Exam
X-Masters показал лучший результат 32.1% на Humanity’s Last Exam

В основе SciMaster лежит процесс X-Master — мультианегнтный конвейер, где решения не просто генерируются, а последовательно проверяются и улучшаются: Solver генерирует решение; Critic оценивает его; Rewriter предлагает улучшенный вариант, а Selector выбирает наилучший результат.

Такой цикл обеспечивает баланс широты поиска и глубины анализа.

Обзор X-Master: агент с инструментальным рассуждением, генерирует код и вызывает ресурсы
Обзор X-Master: агент с инструментальным рассуждением, генерирует код и вызывает ресурсы

Ключевая особенность — использование кода как языка взаимодействия. Агент планирует шаги, генерируя Python-код, который исполняется в защищённой среде. Встроены инструменты веб-поиска и анализа научных текстов, что приближает работу к реальным исследовательским практикам.

Workflow X-Masters: генерация решений, критика, переписывание, выбор лучшего
Workflow X-Masters: генерация решений, критика, переписывание, выбор лучшего
  • На Humanity’s Last Exam система достигла 32,1% — впервые преодолев порог 30% и обогнав закрытые системы OpenAI (26,6%) и Google DeepMind (26,9%).

  • Рост отмечен во всех областях: от математики до биомедицины.

  • В биомедицинском тесте TRQA-lit SciMaster показал 67,4% точности, превзойдя конкурентов, даже оснащённых сотнями инструментов.

SciMaster демонстрирует, что открытые модели способны догонять и даже опережать закрытые решения, если правильно выстроить агентный процесс. SciMaster закладывает фундамент для будущих универсальных научных агентов, которые смогут автоматизировать анализ литературы, проектирование экспериментов и проверку гипотез. Возможно, именно такие системы помогут человечеству пройти «последний экзамен науки».

📄 Статья

10. Einstein Fields: нейросети для кодирования гравитации

Общая теория относительности описывает гравитацию как геометрию пространства-времени. Но уравнения Эйнштейна — это нелинейная система тензорных уравнений, которую удаётся решить лишь в редких идеализированных случаях. В реальной науке применяют численные методы, требующие огромных ресурсов: суперкомпьютеры, сетки с миллиардами ячеек, терабайты данных. С ростом чувствительности детекторов гравитационных волн эта нагрузка становится всё более проблемной.

На этом фоне появляется смелое предложение: описывать пространство-время не через громоздкие массивы чисел, а через нейросеть. Так родился проект EinFields — нейронные тензорные поля, которые напрямую аппроксимируют метрику пространства-времени и её производные.

EinFields основаны на компактных многослойных перцептронах, обучаемых не только на значениях метрики, но и на её производных. Такой подход («Соболевский надзор») обеспечивает высокую точность связностей, тензоров кривизны и геодезик.

В отличие от сеточных методов, EinFields дают непрерывное представление: можно обратиться к метрике в любой точке 4D-пространства-времени и мгновенно получить производные через автоматическое дифференцирование.

(i) Уравнения Эйнштейна описывают геометрию гравитации через тензор метрики, который в этой работе аппроксимируется нейросетью. (ii) Обучение проводится на 4D-сетке пространства-времени, где EinFields восстанавливают непрерывный сигнал и возвращают метрику в любой точке. (iii) Качество повышается за счёт «соболевского надзора» — потерь по якобианам и гессианам. (iv) Валидация: такие модели позволяют точно извлекать геометрические величины — связности, геодезики, тензоры кривизны.
(i) Уравнения Эйнштейна описывают геометрию гравитации через тензор метрики, который в этой работе аппроксимируется нейросетью. (ii) Обучение проводится на 4D-сетке пространства-времени, где EinFields восстанавливают непрерывный сигнал и возвращают метрику в любой точке. (iii) Качество повышается за счёт «соболевского надзора» — потерь по якобианам и гессианам. (iv) Валидация: такие модели позволяют точно извлекать геометрические величины — связности, геодезики, тензоры кривизны.

Тесты на решениях Шварцшильда, Керра и линейных гравитационных волн показали:

  • Сжатие данных в тысячи раз (с сотен мегабайт до сотен килобайт).

  • Ошибки на уровне 10⁻⁷–10⁻⁸, что в несколько порядков точнее, чем у конечно-разностных схем.

  • Корректное воспроизведение физических эффектов: прецессии орбит, теней чёрных дыр, излучения гравитационных волн.

Рендер чёрной дыры Шварцшильда на фоне звёздного неба, построенный с помощью EinField
Рендер чёрной дыры Шварцшильда на фоне звёздного неба, построенный с помощью EinField

Метод пока не решает уравнения Эйнштейна с нуля — он кодирует уже известные решения. Точность снижается вблизи сингулярностей, а при вычислении геодезик ошибки накапливаются. К тому же результат зависит от выбора координат, что требует осторожного применения. Несмотря на ограничения, EinFields открывают дорогу к новому формату работы с данными численной относительности: непрерывное 4D-представление без артефактов сетки; большая экономия памяти; интеграция в гибридные вычислительные схемы.

Если метод подтвердит эффективность в сложных сценариях вроде слияния чёрных дыр, он может стать стандартным инструментом будущих расчётов в гравитационной физике.

📄 Статья

💾 Код


Сегодня ИИ становится новой средой, где работают цифровые агенты, меняется экономика и даже появляются инструменты для фундаментальной физики. Мы видим переход от гонки параметров к поиску эффективных архитектур: малые языковые модели становятся главным компонентом агентных систем, интернет превращается в сеть действий, а память обретает статус системного ресурса. Параллельно ИИ выходит за пределы токенов: к когнитивным моделям, симуляциям, самоэволюции и научным открытиям. Путь к общему ИИ и, возможно, к сверхинтеллекту не будет прямым. Но именно такие шаги — маленькие и смелые — открывают дверь к новому пониманию мира и новым возможностям для человечества.

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

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  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 11.10.25 04:41 luciajessy3

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  • 11.10.25 10:44 Tonerdomark

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

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  • 12.10.25 21:36 blessing

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

  • 13.10.25 01:11 elizabethrush89

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  • 13.10.25 01:11 elizabethrush89

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  • 14.10.25 01:15 tyleradams

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  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

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

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

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

  • 17.10.25 20:22 richardcharles

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

  • 17.10.25 20:23 stevekalfman

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 17.10.25 21:42 marcushenderson624

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

  • 21.10.25 08:39 debby131

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

  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 16:31 MATT PHILLIP

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

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

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

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

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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

  • 25.10.25 05:05 victoriabenny463

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

  • 25.10.25 10:13 wendytaylor015

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

  • 25.10.25 10:13 wendytaylor015

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

  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

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

  • 27.10.25 17:20 fatimanorth

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

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

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

  • 29.10.25 10:56 wendytaylor015

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

  • 29.10.25 10:56 wendytaylor015

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

  • 30.10.25 09:49 Christopherbelle

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

  • 30.10.25 12:03 elizabethrush89

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

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