Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie
Subscribe
Прямой эфир
Русский Русский  English English
Войти / Регистрация
Cryptocurrencies: 9541 / Markets: 107693
Market Cap: $ 4 040 707 890 016 / 24h Vol: $ 245 669 245 850 / BTC Dominance: 57.584819389819%

Н Новости

  1. Главная
  2. Новости

[Перевод] Применение методов обработки естественного языка и больших языковых моделей в области открытия новых материалов

Абстракт

Стремительное развитие технологий искусственного интеллекта (ИИ) произвело радикальный переворот в науке о материалах, открыв новые пути решения ключевых проблем. Используя тщательно описанные наборы данных, извлеченные из научной литературы, инструменты на базе ИИ, включая методы обработки естественного языка (NLP), позволяют ускорить исследования в области материалов. Совершенствование NLP-подходов и появление больших языковых моделей (LLMs) способствуют более эффективному извлечению и использованию информации. В настоящем обзоре рассматриваются возможности применения инструментов NLP в науке о материалах, с особым вниманием к автоматическому извлечению данных, поиску новых материалов и автономным исследованиям. Также обсуждаются вызовы и перспективы, связанные с использованием LLMs, и очерчиваются будущие достижения, способные вывести отрасль на новый уровень.

Дисклеймер: это вольный перевод статьи научного журнала Nature. Перевод подготовила редакция «Технократии». Чтобы не пропустить анонс новых материалов подпишитесь на «Голос Технократии» — мы регулярно рассказываем о новостях про AI, LLM и RAG, а также делимся полезными мастридами и актуальными событиями.

Введение

Искусственный интеллект (AI) и машинное обучение (ML) уже произвели коренные преобразования в науке о материалах. Целый ряд примеров продемонстрировал ценность подхода, основанного на данных, для структурного проектирования материалов, оптимизации состава и технологических процессов, автономных экспериментов и интеллектуальных вычислений, позволяя выявлять новые взаимосвязи и закономерности. Большие и хорошо охарактеризованные наборы данных обеспечивают прочную основу для оценки точности и надежности предсказаний о материалах. Подавляющая часть знаний о материалах публикуется в виде рецензируемой научной литературы с достоверными данными. Традиционно в научных и технологических исследованиях данные вручную собирались и систематизировались из опубликованных работ и/или лабораторных экспериментов. Развитие баз данных материалов также предоставило дополнительные источники доступной информации. Однако этот процесс чрезвычайно трудоемок и серьезно снижает эффективность крупномасштабного накопления данных. Автоматизированное извлечение информации о материалах становится все более востребованным.

Развитие обработки естественного языка (NLP) открыло возможность автоматического создания крупномасштабных наборов данных по материалам и дало толчок к применению инструментов NLP в исследованиях, основанных на данных. NLP зародилась в 1950-х годах, и, пройдя шестидесятилетнюю эволюцию, впервые вошла в область химии материалов в 2011 году. С тех пор она продолжает оказывать все большее влияние на информатику материалов. Чаще всего NLP используют для автоматического извлечения информации из литературы, касающейся состава соединений и их свойств, процессов синтеза и соответствующих параметров, сплавов и их характеристик, а также технологических маршрутов. Разрабатывая алгоритмы (например, распознавание именованных сущностей и выделение связей в конкретных областях), исследователи создали ряд пайплайнов для извлечения данных из материаловедческих публикаций.

Значение векторных представлений слов (word embeddings) в NLP трудно переоценить. Именно благодаря этим распределенным представлениям слова модели могут «читать» фразы и понимать лежащие за словами концепции и контекст подобно человеку. Кроме того, научные знания, содержащиеся в материалах и описанные в литературе, можно эффективно переносить в виде информационно насыщенных векторных представлений. Такие векторы невысокой размерности успешно применяются для расчета сходства материалов, что помогает в открытии новых решений. В последнее время появление предварительно обученных моделей ознаменовало новую эпоху в исследованиях и разработках NLP. Большие языковые модели (LLMs), такие как Generative Pre-trained Transformer (GPT), Falcon и Bidirectional Encoder Representations from Transformers (BERT), демонстрируют свою «интеллектуальность» за счет масштабных данных, глубоких нейронных сетей, методов самообучения и полусамообучения, а также мощных аппаратных ресурсов. Архитектура Transformer, основанная на механизме внимания, лежит в основе LLM и уже применяется для решения многих задач, связанных с извлечением информации, генерацией кода и автоматизацией химических исследований.

В последнее время GPT-модели начали использоваться в науке о материалах, предлагая новый подход к извлечению информации из материаловедческой литературы посредством инженерии запросов (prompt engineering), что отличается от традиционного NLP-пайплайна. Суть такого подхода состоит в умении формулировать запросы, которые направляют генерацию текста моделями. Эти запросы, являясь входными инструкциями или вопросами для ИИ, играют решающую роль в определении качества, релевантности и оригинальности ответов. Грамотно составленные запросы крайне важны для эффективной работы GPT, поскольку они включают элементы ясности, структуры, контекста, примеров, ограничений и итеративной доработки.

Хотя облачные версии GPT позволяют быстро получать выводы, их обучение занимает значительное время – от нескольких недель до месяцев. Длительность обучения влияет на способность модели к обучению и сходимости: чем дольше процесс тренировки, тем выше может быть качество результатов. Количество и характеристики графических процессоров (GPU) также влияют на размер модели и скорость ее обучения: более производительные или многочисленные GPU позволяют тренировать более крупные модели и быстрее проводить эксперименты и итерации.

Однако, как показал недавний опыт с DeepSeek-R1, грамотный выбор алгоритмов и оптимальное использование ресурсов могут существенно сократить размер языковых моделей без ущерба для их производительности. Объем обучающего корпуса также сильно влияет на эффективность LLM: большие корпуса обеспечивают более обширные и разнообразные знания, в то время как их качество (например, тщательная проверка и низкий уровень шума) определяет способность модели улавливать содержательные представления. Специализация корпуса по тематикам также формирует навыки модели в конкретных областях, например, при обучении на научной литературе она лучше справляется с научными задачами, чем модели, обученные на общедоступном веб-контенте. Помимо извлечения информации, ведутся исследования по применению GPT в прогнозировании и проектировании материалов. С помощью методов дообучения исследователи стремятся дополнить крупные модели специализированными знаниями, выходящими за рамки их общих возможностей, чтобы они могли проводить количественные расчеты для индивидуального проектирования компонентов, оптимизации процессов, предсказания свойств и автономного научного поиска.

Тем не менее, между ожиданиями материаловедов и реальными возможностями существующих моделей сохраняются заметные разрывы. Одна из основных проблем заключается в необходимости обеспечения более точных и надежных предсказаний в приложениях материаловедения. Хотя такие модели, как GPT, уже демонстрируют успешные результаты в разных областях, им нередко недостает достаточной конкретики и экспертных знаний, необходимых для решения тонких задач в науке о материалах. Исследователи стремятся к тому, чтобы модели могли давать точные прогнозы и аналитические выводы о свойствах, поведении и работе материалов при различных условиях, а также предоставлять объяснения своих предсказаний, позволяющие глубже понять заложенные механизмы и принимать более взвешенные решения на основе полученных данных.

Еще одной значимой потребностью является интеграция специализированных отраслевых знаний в работу моделей. Материаловедение охватывает множество дисциплин и терминов, и модели должны уметь эффективно использовать этот комплекс знаний, чтобы повышать точность своих прогнозов и предоставлять уместную информацию в нужном контексте. Кроме того, при развитии подходов, основанных на больших языковых моделях, необходимо учитывать создание локализованных решений, оптимальное использование вычислительных ресурсов и доступность открытых версий моделей. Все это определяет ключевые условия для применения больших языковых моделей в материаловедении и открывает перспективы дальнейшего прогресса в этой области.

В предлагаемом обзоре мы рассматриваем концепции, подходы и достигнутые на сегодняшний день результаты в извлечении информации о материалах, языковые модели в контексте материалов и их влияние. В то время как другие исследователи уже провели анализ методов извлечения данных с помощью NLP и текст-майнинга, стремительное развитие больших языковых моделей позволяет использовать преимущества контекстных последовательных представлений, которые приближаются к человеческому уровню понимания.

Недавние работы, посвященные комплексному проектированию сплавов на основе больших языковых моделей, подчеркивают их потенциал в ускорении создания новых материалов. Предлагается включать критерии проектирования для конкретных задач либо выбирать информацию из публикаций и патентов, целостно анализировать ограничения и использовать специальные инструкции (prompt engineering), чтобы правильно упорядочивать и объединять эти ограничения в зависимости от целей.

Мы рассматриваем достижения последних лет, которые привели к появлению систем на основе подобных подсказок, специализированным моделям для науки о материалах, а также к полной интеграции ресурсов, позволяющих вести автономные научные исследования. Обзор состоит из пяти разделов. Сначала мы затрагиваем общую концепцию NLP и прослеживаем ее развитие в материаловедении.

В разделе 3 дается обзор NLP-пайплайнов для автоматического извлечения данных о материалах и анализируются случаи, связанные с составом, свойствами и маршрутами синтеза, включая как традиционные методы извлечения информации, так и современные решения на базе больших языковых моделей.

В разделе 4 обсуждаются результаты и влияние языковых моделей на материаловедение: мы показываем, как векторные представления слов, специализированные языковые модели и интеллектуальные агенты способствуют открытию новых материалов, прогнозированию свойств и автономным исследованиям.

Наконец, в разделе 5 дается обзор текущего состояния исследований, связанных с NLP и большими языковыми моделями в материаловедении, а также определяются будущие вызовы и возможности. Наша цель – не только выделить последние достижения и тенденции, но и предоставить практические рекомендации, критический анализ и ценные идеи, которые могут быть полезны ученым, инженерам и всем заинтересованным специалистам в области материаловедения.

Развитие методов обработки естественного языка

NLP имеет долгую историю, берущую начало еще в 1950-х годах. Основная цель состоит в том, чтобы научить компьютер понимать и формировать текст, что сводится к двум ключевым задачам: пониманию естественного языка (NLU) и генерации естественного языка (NLG). NLU ориентируется на машинное понимание текста, используя синтаксический и семантический анализ, чтобы улавливать скрытые смыслы. NLG, напротив, занимается генерацией слов, предложений и абзацев в заданном контексте. Первые системы строились на базе вручную прописанных правил, основанных на экспертных знаниях, и были способны решать лишь узкие, четко ограниченные задачи.

Затем, в конце 1980-х, с ростом объемов цифровых данных и вычислительных ресурсов, на смену пришли алгоритмы машинного обучения (ML). Вместо того чтобы прописывать правила вручную, ML анализировал большие коллекции размеченных текстов для выявления закономерностей. Однако ML требует от исследователей разработки признаков (features), и из-за огромного количества слов и их сочетаний неизбежно возникает проблема разреженных данных и проклятия размерности. Ситуация изменилась с появлением глубинного обучения (DL), способного автоматически формировать признаки из обучающих данных. Именно это привело к появлению сетевых архитектур, таких как двунаправленная сеть LSTM (BiLSTM) и Transformer, лежащий в основе больших языковых моделей.

На рисунке 1 показаны основные этапы развития технологий NLP — от ручной разработки правил до глубокого обучения, а также задачи NLP, отвечающие потребностям в извлечении информации и открытии новых материалов. Ниже кратко описаны некоторые ключевые концепции, которые продвинули эту область вперед.

Горизонтальная ось показывает различные этапы развития NLP — от ручной разработки правил до крупных языковых моделей, а вертикальная ось отражает конкретные задачи NLP, связанные с извлечением информации, поиском новых материалов и автономным проектированием.
Горизонтальная ось показывает различные этапы развития NLP — от ручной разработки правил до крупных языковых моделей, а вертикальная ось отражает конкретные задачи NLP, связанные с извлечением информации, поиском новых материалов и автономным проектированием.

Векторные представления слов

Чтобы языковые модели могли «читать» предложения и улавливать стоящие за словами идеи, сходные с тем, как это делает человек, необходима числовая репрезентация каждого слова. Желательно, чтобы такая репрезентация отражала лингвистическое значение слова и его семантические связи с другими словами. Векторные представления слов (word embeddings) позволяют преобразовать слова в вектор. Это плотные, маломерные репрезентации, сохраняющие контекстную близость слов. Две популярные архитектуры, Continuous Bag-of-Words (CBOW) и Skip-Gram (SG), эффективно выучивают такие векторные представления, улавливая латентные синтаксические и семантические сходства между словами. Модели Word2vec и GloVe широко известны в этой области: они строят векторные представления, используя статистику глобальной сочетаемости слов из крупного корпуса. При этом слова со сходным значением получают похожие вектора, а косинусное сходство между ними служит мерой их связи. Изначально данные эмбеддинги были «статическими» и не учитывали порядок слов в последовательности, но впоследствии появились «контекстные» или динамические представления благодаря механизму самовнимания.

Механизм внимания

Механизм внимания изначально появился как расширение архитектуры «энкодер-декодер». В такой модели первый модуль кодирует исходную последовательность, а второй — декодирует ее, генерируя выходную. С помощью внимания модель концентрируется на тех участках исходной фразы (отдельном слове или выражении), где сосредоточена наиболее важная информация, а затем предсказывает следующее слово, учитывая окружающий контекст. В самовнимании (self-attention) статические векторные представления слов преобразуются в динамические или контекстные за счет учета связей каждого слова с предыдущими и последующими словами в последовательности.

Подходы к предварительному обучению

Одно из главных препятствий в NLP — нехватка данных для обучения, поскольку специализированные наборы обычно включают лишь несколько тысяч размеченных примеров. Чтобы компенсировать этот дефицит, были разработаны методы предварительного обучения, которые используют огромные объемы неразмеченного текста для формирования универсальных языковых моделей. Такие задачи обучения в общем виде можно условно разделить на контролируемое, неконтролируемое и полусамообучение. В контролируемом обучении алгоритм формирует зависимость между входными характеристиками и выходным значением на основе обучающей выборки. При неконтролируемом задача сводится к обнаружению закономерностей или знаний из неразмеченных данных путем кластеризации, анализа плотности и поиска скрытых структур. Полусамообучение предполагает предсказывать недостающие фрагменты входных данных, исходя из уже имеющихся в этих данных частей. Примером служит метод «маскированная языковая модель», который старается восстановить спрятанные слова в предложении, опираясь на остальные. Модель, прошедшая подобное предварительное обучение, может затем дообучаться на относительно небольших тематических наборах, что часто дает улучшенную обобщающую способность и ускоряет сходимость при решении целевых задач.

Большие языковые модели

Ранее предложенные модели вроде ELMo и BERT были нацелены на обучение контекстных векторных представлений, отражающих лексическую и семантическую среду слов. В последнее время большие языковые модели проявили способность к обобщенному представлению языка, включая понимание и генерацию текстов. Под термином «большая языковая модель» обычно подразумевают модель, имеющую внушительное число параметров, обученную на колоссальных объемах данных с высокой вычислительной мощностью, что позволяет ей улавливать сложные языковые паттерны. GPT (Generative Pretrained Transformer), разработанная OpenAI, — одна из наиболее масштабных подобных моделей: она включает несколько уровней трансформер-блоков, где используется самовнимание и прямое распространение сигналов так, чтобы каждое входное «токен-слово» влияло на следующие с учетом авторегрессии.

Версии GPT развивались по мере роста числа параметров и перехода к многоцелевому обучению, а также освоению техник мета-обучения и обучения в контексте. При создании ранних вариантов ChatGPT (разновидности GPT-3.5) применялось обучение с подкреплением, учитывающее обратную связь от человека, что постепенно улучшало модель. Итоговая версия ChatGPT достигает уровня, близкого к человеческому, на различных профессиональных и академических тестах, основываясь на GPT-4 — большой мультимодальной модели, которая принимает изображения и текст на вход и выдает текст на выходе.

Как показано на рисунке 1, в науке о материалах NLP обычно применяют в трех направлениях. Во-первых, это извлечение информации — описание соединений и состава, маршрутов синтеза, параметров и свойств, позволяющее фильтровать обширный массив нерелевантных сведений и формировать базы данных для дальнейшего проектирования материалов на основе данных. Во-вторых, научные знания о материалах из опубликованной литературы можно эффективно кодировать в виде векторных представлений, плотных по информации. Используя семантическую близость текстов, удается выявлять новые материалы со сходными свойствами без ручной разметки или контроля. Эти эмбеддинги также можно применять для кодирования сведений, связанных с прогнозированием свойств. В-третьих, разговорные большие языковые модели могут работать в замкнутом контуре для самостоятельного проектирования, планирования и проведения сложных экспериментов, что ведет к появлению автономных исследований в области материалов.

NLP-пайплайн для автоматического извлечения данных о материалах

Общие сведения о NLP и его отличие от больших языковых моделей

NLP охватывает широкий спектр задач, включая поиск информации, распознавание именованных сущностей, извлечение отношений, классификацию текстов, тематическое моделирование, определение семантического сходства, машинный перевод и системы вопросов-ответов. На базе этих задач были созданы NLP-пайплайны для автоматического извлечения данных из журналов по химическому составу, свойствам и методам синтеза органических и неорганических соединений, а также сплавов. Получение информации о материалах из научной литературы осуществляется двумя основными методами: традиционным NLP и NLP на базе больших языковых моделей. Оба подхода имеют ряд общих этапов: сбор корпуса, предварительную обработку, извлечение информации и разрешение взаимозависимостей. При традиционном NLP используются конкретные инструменты для извлечения данных (например, классификация текста, парсинг таблиц, распознавание именованных сущностей, извлечение связей), тогда как в LLM-подходе основную роль играют инженерия запросов и дообучение, позволяющие получать нужную информацию в ходе интерактивных диалогов (см. рис. 2).

Схематическое представление NLP-пайплайна для извлечения информации о материалах из научной литературы, в котором сочетаются традиционные методы NLP и подходы на базе больших языковых моделей.
Схематическое представление NLP-пайплайна для извлечения информации о материалах из научной литературы, в котором сочетаются традиционные методы NLP и подходы на базе больших языковых моделей.

Первым шагом становится автоматический сбор релевантного корпуса научных статей. Многие журналы и издатели предоставляют контент в виде HTML, обычного текста или XML при помощи соответствующих API, что упрощает дальнейшее взаимодействие по сравнению с форматом PDF. Статьи содержат текст и метаданные (название журнала, заголовок, аннотацию, сведения об авторах). После получения корпуса выполняется несколько стадий предварительной обработки: очистка корпуса, токенизация и морфологическая разметка. Очистка устраняет служебные теги HTML и XML, а также несвязанные метаданные, которые входят в программно загружаемые статьи. Токенизация разбивает текст на осмысленные фрагменты (предложения, фразы, слова или их части), которые впоследствии обрабатываются либо по отдельности, либо в виде последовательности. Так формируется очищенный, нормализованный корпус для извлечения информации.

В традиционном NLP после этого проводят классификацию текста, чтобы определить, в каких предложениях или абзацах содержатся состав, свойства или методика синтеза, используя двоичный классификатор (с позитивными примерами для релевантных абзацев и негативными для нерелевантных), тематическое моделирование либо набор правил. Таблицы часто становятся объектом извлечения из-за высокой плотности данных, и парсинг таблиц переводит всю информацию (включая заголовок и тело) в структурированный формат.

Задачи распознавания именованных сущностей и извлечения связей считаются важнейшими компонентами при работе с материалами: они позволяют идентифицировать соединения, составы сплавов, свойства, параметры синтеза, а также выявлять семантические взаимосвязи, например между соединением и его свойствами. Разрешение взаимозависимостей объединяет информацию о химическом составе, технологических маршрутах и свойствах одного и того же материала.

При использовании NLP на базе больших языковых моделей, после предварительной обработки выполняется инженерия запросов, направляющая модель на выдачу ответов, соответствующих целям извлечения данных, при этом параметры самой модели не меняются. Такой подход избавляет от необходимости дополнительной тренировки, позволяя дорабатывать запросы для более точных ответов. Если же этого недостаточно, прибегают к дообучению. В этом случае модель доучивают на корпусе текстов, связанных с областью материалов, чтобы адаптировать ее к специфическим задачам извлечения информации.

Традиционный NLP-пайплайн

Общие методы распознавания именованных сущностей (NER) и извлечения связей охватывают поиск в словарях, правила, полусамообучение и подходы на основе машинного обучения, как показано на рисунке 3. Выбор метода зависит от объема размеченного корпуса: при достаточном количестве размеченных данных обычно применяют прямые методы на базе машинного обучения, включая вычисление схожести представлений. Если имеется достаточно большой объём размеченного корпуса, для задач NER и извлечения связей можно обучать сеть BiLSTM с CRF-слоем. BiLSTM является двунаправленной рекуррентной нейронной сетью с ячейкой LSTM, что помогает решать проблему долгосрочной зависимости в текстовых данных и лучше улавливать семантический контекст предложений. На вход BiLSTM подают векторные представления слов, а выходные вероятности для каждого слова передаются в CRF-слой, который совместно декодирует оптимальную последовательность меток, учитывая взаимосвязи между соседними метками. Для относительно небольших корпусов подходы полусамообучения и основанные на правилах, как правило, показывают лучшие результаты.

Три подхода к распознаванию именованных сущностей в материаловедении: (a) основанный на правилах и словарях, (b) полусамообучающий, (c) метод на базе машинного обучения.
Три подхода к распознаванию именованных сущностей в материаловедении: (a) основанный на правилах и словарях, (b) полусамообучающий, (c) метод на базе машинного обучения.

Большое внимание уделяется извлечению состава материалов и их свойств с помощью традиционных NLP-пайплайнов. В химической области были разработаны инструменты и методы для автоматического извлечения химических сущностей, их свойств и измерений. Уже в начале 2010-х годов начали появляться системы для распознавания химических сущностей в литературе, такие как OSCAR, ChemicalTagger и ChemDataExtractor. Это комплексные решения для текст-майнинга в химии, позволяющие заполнять структурированные базы данных.

В 2016 году был создан ChemDataExtractor — гибридный подход, сочетающий методы на основе словарей и правил с алгоритмами машинного обучения; он предоставляет удобный пайплайн для обработки текста, включая токенизацию, морфологическую разметку, распознавание именованных сущностей и синтаксический разбор фраз. В дальнейшем появились расширенные версии, в том числе ChemDataExtractor2.0, позволяющие автоматически формировать онтологии, извлекать химические и физические свойства и иерархически структурировать данные в виде вложенных сущностей.

Эти инструменты успешно применяются для извлечения сведений о различных материалах, включая перовскиты, красители для солнечных элементов, полупроводниковые материалы, магнетики и сплавы с подробными характеристиками (температура Кюри, диэлектрическая проницаемость и т. д.). В других работах обучали модель BiLSTM-CRF для извлечения огромных массивов именованных сущностей, связанных с материалами, а также использовали модели на базе BERT, адаптированные для предсказания свойств полимеров и иных материалов.

В отличие от обширного массива литературы по органическим и неорганическим материалам, корпус, посвященный сплавам (включая суперсплавы, алюминиевые сплавы, сталь и другие), значительно меньше и ограничен лишь несколькими десятками тысяч публикаций. Это создает трудности при формировании крупных размеченных наборов данных для обучения глубинных моделей в задачах NER и извлечения связей. В некоторых исследованиях предлагались автоматизированные NLP-пайплайны для извлечения состава и физических свойств суперсплавов (температура солидуса, ликвидуса, плотность и т. д.), на основе которых затем строили модели для прогнозирования ещё не изученных сплавов. Параллельно разрабатывались полусамообучающиеся фреймворки, которые расширяют набор размеченных данных и повышают точность извлечения свойств для суперсплавов. В других работах использовались и чисто правил-based методы для выделения состава и характеристик алюминиевых сплавов из научных статей и патентов.

При поиске материалов с особыми свойствами важно учитывать не только химический состав и структуру, но и разнообразные технологические маршруты. Обычно процессы синтеза и обработки представлены как последовательность действий, связанных друг с другом. Эти действия разнообразны по типу, выражаются по-разному и зависят от конкретных условий и параметров. К тому же такая цепочка событий часто переплетается с описанием экспериментальных феноменов и промежуточных продуктов, что усложняет задачу выявления действий и параметров.

Было проведено множество исследований, посвященных извлечению методик химического синтеза в неорганических материалах (см. рис. 4). Kim и соавторы применили сочетание нейросетевого и парсингового подхода, чтобы выделить набор параметров синтеза для 30 различных оксидных систем из более чем 640 000 журнальных статей. Wilary и коллеги разработали программный инструмент ReactionDataExtractor, позволяющий автоматически собирать информацию из многошаговых реакционных схем. Huo и соавторы представили полусамообучающийся метод на базе скрытого распределения Дирихле (latent Dirichlet allocation) для классификации описаний синтеза неорганических материалов, который также позволил воссоздать блок-схему возможных вариантов синтеза посредством представления последовательности экспериментов в виде марковской цепи. Они объединили модель BiLSTM-CRF, зависимость между предложениями и правила для извлечения «рецептов» синтеза неорганических материалов, включающих цели, прекурсоры, операции, условия и реакции, а также методики синтеза для наночастиц золота и неорганических материалов, получаемых из растворов. Используя базу знаний с 29 900 рецептами твердофазного синтеза, автоматически извлеченными из научной литературы, они смогли рекомендовать прекурсоры для получения новых материалов. Такой подход, основанный на данных, выявляет химическое сходство веществ и сопоставляет синтез некой новой цели с уже известными методами для материалов-аналогов, достигая успеха не менее чем в 82% случаев. Чтобы эффективно использовать извлеченные данные о методах синтеза, Vaucher и соавторы разработали набор действий с заданными свойствами и модель на базе трансформера для преобразования экспериментальных инструкций в последовательности действий. Kim и коллеги представили безучебный метод на базе условного вариационного автоэнкодера для сопоставления научных публикаций с контекстными идеями по планированию синтеза неорганических материалов.

a Фрагмент тепловой карты частоты выявленных операций с суперсплавами, зарегистрированных с 2004 по 2021 гг. b Сгенерированная алгоритмом обучения блок-схема перехода между этапами эксперимента для разных типов синтеза. c Общая схема преобразования описанных на естественном языке методик синтеза в аппаратно-независимый химический код, который визуально представлен и может редактироваться в виде текста на естественном языке, однако внутренняя структура хранится в формате XML.
a Фрагмент тепловой карты частоты выявленных операций с суперсплавами, зарегистрированных с 2004 по 2021 гг. b Сгенерированная алгоритмом обучения блок-схема перехода между этапами эксперимента для разных типов синтеза. c Общая схема преобразования описанных на естественном языке методик синтеза в аппаратно-независимый химический код, который визуально представлен и может редактироваться в виде текста на естественном языке, однако внутренняя структура хранится в формате XML.

В корпусах, посвященных сплавам, процессы синтеза и обработки описываются как на уровне отдельных токенов, так и на уровне «фрагментов» (chunks), в зависимости от длины фразы, тогда как в химическом синтезе обычно упоминаются только токен-уровни действий. Кроме того, в описании действий при работе со сплавами большое значение имеет их позиция в технологическом цикле: например, стадия старения может встречаться в виде первичной или вторичной термообработки. Это создает дополнительные сложности при ручной разметке таких сущностей. В одной из работ Wang и соавторы предложили полусамообучающийся алгоритм рекомендаций для токен-уровня и многоуровневый алгоритм бутстрэппинга для «фрагментного» уровня, позволяющие извлекать параметры, связанные с последовательностью этапов синтеза и обработки суперсплавов. В результате удалось автоматически выявить 9853 действия по синтезу и обработке суперсплавов вместе с данными по химическому составу, проанализировав корпус из 16 604 статей, посвященных суперсплавам.

Недавние разработки с использованием больших языковых моделей

Традиционное NLP отличается простотой и хорошо приспособленными к конкретным задачам решениями, однако оно с трудом справляется с гибкостью и повышенной сложностью. В последнее время в моделях GPT применяется архитектура декодера Transformer, состоящая из механизмов самовнимания и прямого распространения, что позволяет моделям генерировать текст. Диалоговые большие языковые модели, такие как GPT-4, демонстрируют исключительную эффективность в извлечении данных из больших массивов научных статей. Их применение для анализа информации, выделения ключевых деталей и генерации ответов становится все более популярным во многих областях исследований в автономном режиме, используя методы инженерии запросов и дообучения, а также интеграцию с другими научными инструментами.

Значительного повышения качества работы диалоговых моделей можно добиться с помощью инженерии запросов, где создаются продуманные «подсказки» (prompts), позволяющие направлять модель на получение точных и релевантных ответов. Суть инженерии запросов заключается в продуманном формировании и уточнении входных инструкций для модели, что помогает снижать вероятность появления выдуманных ответов. Так, Zheng и соавторы представили структуру, в которой с помощью инженерии запросов ChatGPT автоматически выделил 26257 различных параметров синтеза для 800 металло-органических каркасов из научной литературы, обеспечив показатели точности, полноты и F1-меры на уровне 90–99%. На основе этих данных затем обучалась модель машинного обучения для прогнозирования кристаллизации металло-органических каркасов. Da и коллеги показали, что большие языковые модели могут автоматически извлекать детали синтеза ретикулярных материалов из научных публикаций, если снабдить их подробными «подсказками», включающими инструкции по задаче и примеры. С ограниченным количеством примеров нескольким моделям удалось добиться впечатляющих результатов (F1 до 0.98 при классификации абзацев и точности 0.96 при извлечении информации). Другие исследователи изучали работу GPT-3.5 для парсинга и извлечения сведений о синтезе термоэлектрических материалов (в частности, твердофазных методов синтеза для троичных халькогенидов). Создав набор данных «золотого стандарта» и набор «подсказок» с точностью извлечения 73%, они показали, что модель способна обработать 61 статью из 168. В другом исследовании предложен инструмент ChatExtract, который, используя ChatGPT в режиме «zero-shot» с продуманными «подсказками», позволяет в автоматическом режиме и без больших предварительных усилий извлекать данные о свойствах материалов в формате «Материал—Значение—Единица». Этот метод обеспечивает точность 90.8% и полноту 87.7% при выделении значений модуля объемного сжатия, а также точность 91.6% и полноту 83.6% при определении критических скоростей охлаждения металлических стекол.

a Три ключевых принципа «ChemPrompt Engineering», применяемые для извлечения и суммирования условий синтеза из отдельных разделов научных статей с последующим преобразованием информации в хорошо структурированные таблицы. b Совместное распознавание именованных сущностей и извлечение связей на уровне всего документа, основанное на частичном обучении больших языковых моделей (LLMs) с участием экспертов («human-in-the-loop») для аннотации.
a Три ключевых принципа «ChemPrompt Engineering», применяемые для извлечения и суммирования условий синтеза из отдельных разделов научных статей с последующим преобразованием информации в хорошо структурированные таблицы. b Совместное распознавание именованных сущностей и извлечение связей на уровне всего документа, основанное на частичном обучении больших языковых моделей (LLMs) с участием экспертов («human-in-the-loop») для аннотации.

Дообучение больших языковых моделей позволяет им глубже сосредоточиться на знаниях в области материалов и учесть специфические требования задачи, что повышает точность извлечения данных, адаптивность и устойчивость модели, а также расширяет ее возможности. Dagdelen и соавторы показали, что при использовании крупномасштабных моделей вроде GPT-3 и Llama-2 в режиме «sequence-to-sequence», дообученных на нескольких сотнях примеров «текст—разметка», можно эффективно решать задачи распознавания сущностей и выявления связей в сложной предметной области и тем самым извлекать большие объемы структурированных данных из научной литературы. Xie и коллеги предложили новый тип задачи «structured information inference», чтобы преобразовывать неструктурированные научные данные в структурированные форматы, что полезно для применения в материаловедении. За счет дообучения модели llama-7b-hf им удалось автоматически обновлять набор данных по перовскитным солнечным элементам с F1-метрикой 87.14% при формировании схемы и учете многоуровневой информации об устройстве материалов в актуальных публикациях.

Развитие материалов на основе языковых моделей

Векторные представления слов для открытия новых материалов

Хотя технологии NLP в области материаловедения находятся на ранней стадии, набирает обороты тенденция к созданию специализированных языковых моделей для материалов, способных формировать высококачественные векторные представления (эмбеддинги) для химических веществ, элементов и других сведений о материалах. Эти представления позволяют улавливать скрытые синтаксические и семантические сходства между словами в литературе, что упрощает отбор потенциальных кандидатных материалов и служит входными векторами для задач прогноза свойств.

Первые векторные представления слов в материаловедении строили методом Word2vec, исходя из совместных вхождений слов в научной литературе. В ходе обучения целевые слова кодировались вектором из нулей и единиц (one-hot encoding), где на месте соответствующего индекса в словаре ставилась единица, а на всех остальных – ноль. Такие вектора подавались на вход однослойной нейронной сети, которая обучалась предсказывать слова, встречающиеся в некотором радиусе от данного. Для похожих материалов, например «железо» и «сталь», при соответствующей выборке текстов вектор для «железа» будет ближе по косинусному расстоянию к «сталь», чем к «органика». Слова, близкие по смыслу, как правило, встречаются в схожих контекстах, а аналогии выявляются при помощи операций сложения и вычитания над этими эмбеддингами. Так, Тшитоян и соавторы применяли вариацию skip-gram из алгоритма Word2vec к 3,3 млн научных рефератов из более чем тысячи журналов по материалам, опубликованных с 1922 по 2018 год. В результате для каждого слова было получено 200-мерное представление, позволяющее находить потенциальные материалы со схожими свойствами на основе косинусного сходства. При этом некоторые материалы, имеющие высокое косинусное сходство со словом «термоэлектрик», ни разу не упоминались в тех же рефератах вместе с данным словом или другими маркерами термоэлектриков. Пэй и соавторы также применили алгоритм skip-gram на 6,4 млн рефератов, связанных с материалами, включая металлические, и успешно описали высокоэнтропийные сплавы в виде 200-мерных векторных представлений. Подход позволил выявить известные сплавы типа FCC Cantor и BCC Senkov как наиболее перспективные представители высокоэнтропийных систем задолго до их реального открытия и синтеза. Word2vec хорошо улавливает лексико-семантическую близость слов, но при этом создает статические эмбеддинги, которые не учитывают контекст, в котором слово встречается. Кроме того, при работе с новыми или редкими словами, отсутствующими в обучающем корпусе, модель не способна сформировать корректное векторное представление.

a Векторы в формате one-hot подаются на вход нейронной сети с одним линейным скрытым слоем, обученной предсказывать контекстные слова на основе заданного целевого слова. В качестве примера приведено ранжирование термоэлектрических материалов, полученное путём вычисления косинусного сходства между векторными представлениями (эмбеддингами) материалов и вектором слова «thermoelectric». b Для проектирования многокомпонентных высокоэнтропийных сплавов с помощью векторных представлений слов существует несколько стратегий. В одном случае сначала выбирают элемент, который обязательно включён в систему, а затем определяют четыре элемента с максимально близким векторным представлением по косинусному сходству. В другом случае все элементы рассматриваются равноправно, а их попарное косинусное сходство усредняется, чтобы оценить пригодность сочетания. Пятикомпонентные сплавы упорядочиваются по сходству контекста за разные годы публикации, включая известные сплавы Сенкова — TiZrNbHfTa, TiZrNbMoHf и TiZrMoHfTa.
a Векторы в формате one-hot подаются на вход нейронной сети с одним линейным скрытым слоем, обученной предсказывать контекстные слова на основе заданного целевого слова. В качестве примера приведено ранжирование термоэлектрических материалов, полученное путём вычисления косинусного сходства между векторными представлениями (эмбеддингами) материалов и вектором слова «thermoelectric». b Для проектирования многокомпонентных высокоэнтропийных сплавов с помощью векторных представлений слов существует несколько стратегий. В одном случае сначала выбирают элемент, который обязательно включён в систему, а затем определяют четыре элемента с максимально близким векторным представлением по косинусному сходству. В другом случае все элементы рассматриваются равноправно, а их попарное косинусное сходство усредняется, чтобы оценить пригодность сочетания. Пятикомпонентные сплавы упорядочиваются по сходству контекста за разные годы публикации, включая известные сплавы Сенкова — TiZrNbHfTa, TiZrNbMoHf и TiZrMoHfTa.

Дообученные языковые модели и прогноз свойств

Чтобы преодолеть эти ограничения, появились языковые модели на базе архитектуры Transformer, в которых механизмы самовнимания определяют вес различных фрагментов входных данных, позволяя учитывать дальнодействующие связи в тексте. Модель BERT, предложенная Google в 2018 году, формирует контекстуализированные векторные представления слов, то есть учитывает окружение слова в конкретном предложении. Это отличает ее от классических методов Word2Vec или GloVe, где у каждого слова одно неизменное векторное представление. На основе BERT появилось множество других моделей, таких как RoBERTa, ALBERT и DistilBERT, стремящихся повысить эффективность и точность. Изначально BERT обучался на корпусе Books Corpus (800 млн слов) и английской Википедии (2500 млн слов), имея в словаре около 30 млн токенов. Однако такая модель не обладает специализированными знаниями о материалах, поэтому не формирует надежных эмбеддингов для этой области.

Модель BERT от Google на базе архитектуры Transformer является основой для специализированных BERT-моделей в сфере материаловедения. Эти модели дополнительно обучаются (pre-training и fine-tuning) на целевых корпусах, связанных с материалами, и могут использоваться как энкодеры, формируя числовые представления последовательностей данных (например, химический «отпечаток» полимеров или маршруты синтеза). Такой подход упрощает анализ взаимосвязей между структурой и свойствами материалов.
Модель BERT от Google на базе архитектуры Transformer является основой для специализированных BERT-моделей в сфере материаловедения. Эти модели дополнительно обучаются (pre-training и fine-tuning) на целевых корпусах, связанных с материалами, и могут использоваться как энкодеры, формируя числовые представления последовательностей данных (например, химический «отпечаток» полимеров или маршруты синтеза). Такой подход упрощает анализ взаимосвязей между структурой и свойствами материалов.

Чтобы улучшить адаптацию BERT к научным текстам, Бельтаги и соавторы предложили SCIBERT — предобученную языковую модель на базе BERT, натренированную на мультидоменном корпусе из 1,14 млн научных публикаций, где 18% статей посвящено компьютерным наукам, а 82% — биомедицине. Общий объем этого корпуса составил 3,17 млрд токенов, обучение шло на TPU v3 с 8 ядрами. SCIBERT значительно превосходит исходную версию BERT-Base и достигает новых эталонных результатов на ряде задач в научном NLP.

Продолжая дообучение модели SciBERT, исследователи представили MatSciBERT — языковую модель, учитывающую специфику материаловедения. Ее обучали на корпусе рецензированных статей по пяти ключевым семьям материалов: неорганические стекла, металлические стекла, сплавы, цемент и бетон, а также двумерные материалы. МатSciBERT эффективно обучалась в течение пятнадцати дней при максимальной длине последовательности в 512 токенов на двух графических процессорах NVIDIA V100 32GB. Всего в корпус вошли 3,17 миллиарда слов (SciBERT) и дополнительно 0,28 миллиарда слов (MatSciBERT), то есть суммарно 3,45 миллиарда слов. MatSciBERT показывает более высокие результаты по сравнению с SciBERT в задачах классификации документов, распознавания именованных сущностей (NER) и классификации связей.

В другом исследовании была представлена модель MaterialBERT, обученная с помощью оригинального кода BERT на 750 000 статей по неорганическим, органическим и композитным материалам, опубликованным в период с 2005 по 2019 год. В совокупности корпус составил около 3000 миллионов слов. Обучение происходило на двух GPU NVIDIA Tesla V100 и заняло три месяца. Модель MaterialBERT можно использовать как отправную точку для трансферного обучения при создании более узкоспециализированных моделей BERT в материаловедении (например, «фазовые диаграммы», «смолы», «жидкие кристаллы» и т. д.).

Опираясь на корпус литературы, посвященной конкретному материалу, а также на выбранную версию BERT, можно получить специализированную модель BERT для конкретной области. Широта корпуса зависит от целей и применений. Так, для оптических исследований была разработана модель OpticalBERT, обученная на корпусе по оптическим материалам. Также создана BatteryBERT, тренированная на наборе статей по батарейным исследованиям. Предобученные версии BatteryBERT затем дообучались на конкретные задачи, такие как классификация статей о батареях и ответы на вопросы с определением анодов, катодов и электролитов. Подобные специализированные модели BERT демонстрируют более высокую точность классификации текстов и распознавания сущностей, чем исходные версии BERT, когда речь идет о предметной области.

Помимо извлечения информации о материалах, BERT-модели могут работать и как энкодер, формируя числовые представления последовательностей данных (например, химических отпечатков полимеров и маршрутов синтеза), что позволяет устанавливать связь с их свойствами. Один из примеров — модель polyBERT, основанная на архитектуре DeBERTa и обученная на наборе данных из 100 миллионов гипотетических полимеров, полученных путем перебора химических фрагментов из базы свыше 13 000 синтезированных полимеров. В результате polyBERT обучается преобразовывать входные строки PSMILES в числовые «отпечатки» полимеров, а затем в многозадачном ML-фреймворке эти отпечатки служат для прогноза свойств. По оценкам, суммарные выбросы CO2 при определении 29 свойств 100 миллионов гипотетических полимеров составили 5,5 кгCO2-экв. Другой пример — модель TransPolymer, которая была предварительно обучена на примерно 5 миллионах неразмеченных полимеров из базы PI1M, используя задачу маскированной языковой модели (MLM). В такой задаче некоторые токены в последовательности скрываются (маскируются), и цель — восстановить их, исходя из контекста. TransPolymer затем дообучается на десяти наборах данных полимеров с разными свойствами (электропроводность, ширина запрещенной зоны, электронная аффинность, энергия ионизации, склонность к кристаллизации, диэлектрическая проницаемость, показатель преломления и эффективность преобразования энергии в полимерных солнечных ячейках p-типа).

Для сплавов была создана модель SteelBERT, которую также обучали с помощью DeBERTa на корпусе из 4,2 миллиона материаловедческих рефератов и 55 000 полнотекстовых статей по сталям. SteelBERT «специализируется» на лексике, связанной со сталью. После токенизации данные подаются в DeBERTa с 12 блоками Transformer, каждый из которых имеет 12 голов внимания. SteelBERT формирует вектора размерностью 768, кодирующие текст описания технологических маршрутов и химический состав. Далее используется глубокая нейросеть, которая принимает состав и векторизованное описание обработки на вход для прогноза механических свойств. Коэффициенты детерминации (R2) для предела текучести, временного сопротивления разрыву и относительного удлинения достигают 78,17% (±3,40%), 82,56% (±1,96%) и 81,44% (±2,98%) соответственно для 18 недавно описанных сталей. Более того, при дополнительном дообучении на малых лабораторных наборах данных модель способна оптимизировать текстовую последовательность, связанную с изготовлением новых сталей 15Cr аустенитного класса, и добивается более высоких результатов, чем те, что упоминаются в литературе.

Прогнозирование механических свойств с помощью SteelBERT включает несколько этапов: сбор корпуса текстов, предварительное обучение, контекстуальное представление данных о сталях, создание предсказательной модели на базе глубокой нейронной сети и дообучение на лабораторном наборе данных для разработки аустенитной нержавеющей стали.
Прогнозирование механических свойств с помощью SteelBERT включает несколько этапов: сбор корпуса текстов, предварительное обучение, контекстуальное представление данных о сталях, создание предсказательной модели на базе глубокой нейронной сети и дообучение на лабораторном наборе данных для разработки аустенитной нержавеющей стали.

Чтобы в полной мере использовать возможности больших языковых моделей, их дообучают на материалах, связанных с наукой о материалах и устройствами, что помогает им лучше решать научные задачи. Например, представлены наборы LLaMA, ориентированные на физику, химию и материаловедение, которые сочетают открытые фреймворки и объединяют структурированные и неструктурированные научные данные из общедоступных баз и литературных источников. Такие модели позволяют прогнозировать свойства материалов и устройств, включающие классификацию, регрессию и обратное проектирование. GPT-модели можно применять для генерации новых материалов, расширяя химическое пространство в поисках нужных характеристик. В одной из работ был создан CatGPT, обученный на текстовом описании структур неорганических катализаторов в широком химическом пространстве. Модель способна генерировать структуры катализаторов и служит базовой моделью для целенаправленной генерации катализаторов путем условной генерации текста и дообучения. В частности, после дообучения на наборе данных бинарных сплавов данная модель генерирует структуры катализаторов, разработанные специально для двухэлектронной реакции восстановления кислорода.

ИИ-агенты для автономных исследований в области материаловедения

Дообучение помогает улучшить работу модели при решении конкретных задач (например, предсказание свойств материалов), тогда как ИИ-агенты на основе больших языковых моделей и интегрированных инструментов обучаются автоматически выполнять комплексные задачи. Такой агент умеет планировать, принимать решения и вызывать нужные инструменты; его поведение задается путем составления входных инструкций, что позволяет настраивать работу в соответствии с определенными требованиями. Возможность обучения «на месте» дает агенту возможность накапливать опыт и развиваться, делая его действия более согласованными, логичными и эффективными. Подходы с пошаговым рассуждением или древовидной структурой рассуждений разбивают сложные задачи на более мелкие подзадачи, а обращение к внешним инструментам дает возможность превращать разработанные планы в конкретные действия, которые эффективно выполняются.

В последнее время ИИ-агенты применяются и для автономного проектирования материалов и экспериментов. Интеграция больших языковых моделей с модулями поиска помогает агентам самостоятельно находить нужные сведения в документах, базах данных и графах знаний. Они могут решать задачи вроде реферирования, планирования экспериментов, выполнения определенных операций, что упрощает поиск ответов на вопросы, выдвижение гипотез, предсказание свойств и структуры, а также автоматизацию экспериментов.

Для генерации гипотез была предложена система, которая помогает находить новые идеи в материаловедении, используя комбинацию языковых моделей, графов знаний и специализированных ИИ-агентов. Агент выявляет скрытые взаимосвязи между научными концепциями и исследует новые свойства материалов. Система автоматизирует сложные научные задачи, позволяя агентам совместно предлагать и улучшать гипотезы. Такой подход ускоряет появление новых открытий, подтверждая, что ИИ может оказаться действенным инструментом для развития научных исследований.

Для задач, связанных с предсказанием свойств и структуры, разработана платформа, где ИИ-агенты работают в динамической среде и автоматически решают задачи проектирования материалов. Сочетание больших языковых моделей, модулей извлечения знаний, мультимодальных данных и физического моделирования позволяет эффективно разрабатывать сплавы. Вычислительные эксперименты показывают, что агенты способны выполнять расчеты свойств и анализ дефектов, создавая новые сплавы с улучшенными характеристиками по сравнению с исходными металлами. Другие исследования представляют системы, которые используют языковые модели и контрастное обучение для генерации кристаллических структур, превосходя традиционные методы. Внедрение высококачественных баз знаний, удобных инструментов и эффективных механизмов поиска позволяет повысить результативность языковых моделей в задачах, связанных с наукой о материалах. Разработаны специальные решения, используя крупную языковую модель, способную обрабатывать задачи по поиску информации, прогнозированию свойств и генерации структур, достигая при этом высокой точности. Эти системы могут успешно генерировать материалы с заданными характеристиками, включая определенную площадь поверхности или требуемый уровень водородопоглощения. В других проектах ИИ-агент для органических полевых транзисторов интегрирует крупную языковую модель и обученный алгоритм машинного обучения, извлекая из научной литературы экспериментальные параметры с точностью свыше 92%. При этом агент предлагает схему оптимизации, позволяющую втрое увеличить подвижность носителей заряда в транзисторах на основе 2,6-дифенилдитиено[3,2-b:2′,3′-d]тиофена.

При объединении ИИ-агентов с роботизированными экспериментальными установками можно достичь полного исключения человека из исследовательского процесса. Примером служит система, самостоятельно планирующая, выполняющая и оптимизирующая химические эксперименты. Сочетая крупную языковую модель со специальными инструментами (поиск в сети и документах, исполнение кода и автоматизация экспериментов), система демонстрирует умение выстраивать сложные научные рассуждения и генерировать качественный программный код. Правильно сформировав входные инструкции, удается успешно проводить и оптимизировать эксперименты по реакциям перекрестного сопряжения. Такой подход показывает, что ИИ способен значительно ускорить научные исследования, повысить их масштабируемость и обеспечить лучшую воспроизводимость и надежность получаемых результатов.

Архитектура системы Coscientist предназначена для решения сложных задач за счёт взаимодействия с несколькими модулями (поиск по вебу и документации, исполнение кода) при выполнении экспериментов. a Система Coscientist состоит из различных модулей, обменивающихся сообщениями. Модули на базе больших языковых моделей (LLM) отмечены синим, модуль Planner выделен зелёным, а входные подсказки (prompts) показаны красным цветом. Белым цветом обозначены модули, которые не используют LLM. b Перечислены типы экспериментов, выполняемых отдельными модулями или их сочетаниями. c Изображён экспериментальный стенд с жидкостным манипулятором.
Архитектура системы Coscientist предназначена для решения сложных задач за счёт взаимодействия с несколькими модулями (поиск по вебу и документации, исполнение кода) при выполнении экспериментов. a Система Coscientist состоит из различных модулей, обменивающихся сообщениями. Модули на базе больших языковых моделей (LLM) отмечены синим, модуль Planner выделен зелёным, а входные подсказки (prompts) показаны красным цветом. Белым цветом обозначены модули, которые не используют LLM. b Перечислены типы экспериментов, выполняемых отдельными модулями или их сочетаниями. c Изображён экспериментальный стенд с жидкостным манипулятором.

Проблемы и перспективы развития

Методы NLP и большие языковые модели внесли значительный вклад в анализ, извлечение и интерпретацию полезной информации из обширной научной литературы, посвященной материалам. Однако специфика и сложность данной области ставят перед большими языковыми моделями немало проблем, среди которых особенно заметны числовое понимание, количественное предсказание, интерпретация структур и необходимость научной аргументации.

Числовое понимание

Числовые данные в научных текстах играют критически важную роль, особенно при прогнозировании свойств материалов. Однако большие языковые модели нередко испытывают трудности с корректным восприятием чисел. Например, им сложно соотнести вектор «100» со значением 100.0, что влечет неточности при сопоставлении состава или технологических маршрутов с характеристиками материалов. Для систематического повышения «числовых» возможностей больших языковых моделей требуется комплексный подход: формирование качественных наборов данных, адаптация архитектуры модели, продуманные стратегии обучения и интеграция внешних инструментов. Специализированные наборы данных с точными числовыми значениями, относящимися к области материалов, помогут моделям осознанно оперировать числами и минимизировать ошибки при их интерпретации.

Количественное предсказание

Для больших языковых моделей непросто выявлять количественные связи между составом, маршрутами обработки и свойствами. К примеру, обучение модели Llama 8B на небольшом наборе (около 677 примеров) даёт неудовлетворительные результаты при прогнозировании свойств. Одним из возможных решений может стать создание сквозных (end-to-end) фреймворков, где языковой энкодер, обученный на материалах, напрямую связывается с моделью для предсказания свойств. Кроме того, привлечение ИИ-агентов, способных взаимодействовать с вычислительными инструментами (моделирование методом конечных элементов, термодинамические симуляторы, предиктивные модели свойств), может существенно улучшить точность вычислений.

Эффективность и оптимизация ресурсов

Учитывая высокие вычислительные затраты на обучение больших языковых моделей, возникает вопрос, как при меньшем числе параметров достичь сравнимой производительности. Так, модель LLaMA 8B в задачах по сталям иногда превосходит более крупную LLaMA 70B, указывая на то, что большие модели-декодеры, хотя и эффективны для обобщенных задач, могут испытывать трудности в узкоспециализированных областях. Причина кроется в объеме и составе обучающего корпуса: крупные модели стремятся к универсальности, тогда как меньший масштаб может лучше фокусироваться на специфике. Перспективный путь к балансу между размером модели и качеством — метод дистилляции знаний, когда «студент»-модель с меньшим числом параметров учится воспроизводить логику «учителя», обладающего большим количеством параметров. Такой подход позволяет сократить ресурсы без существенной потери точности. В будущем задача оптимизации больших языковых моделей для материаловедческих задач будет заключаться в разумном подборе размеров модели, разнообразия обучающих данных и их ориентации на конкретную предметную область. Вероятно, наилучшие результаты дадут комбинированные стратегии, сочетающие архитектуры, экономные в плане параметров, дообучение в предметной области и дистилляцию знаний.

Научная аргументация

Основная часть корпусов, на которых учатся модели, содержит в основном общий текст и зачастую не включает узкоспециализированную терминологию и точные научные сведения. В результате большие языковые модели могут допускать неточности или генерировать выдуманную информацию, включая неверные числовые значения и нереалистичные материалы или процессы. Такое поведение создаёт проблемы при извлечении точных сведений и затрудняет их применение в материаловедении. Для уменьшения «галлюцинаций» активно применяется генерация с учётом внешних источников (Retrieval-Augmented Generation, RAG), когда модель обращается к проверенным базам данных перед формированием ответа. Однако помимо этого требуются усовершенствованные методы обучения, повышающие уровень научной логики. В последнее время появилась модель DeepSeek-R1, завоевавшая внимание благодаря высокой эффективности и умеренным потребностям в ресурсах. В основе её «логического» модуля лежит масштабное обучение с подкреплением (RL) по принципу Proximal Policy Optimization, что улучшает математические рассуждения и снижает нагрузку на память. Подключение минимального объёма «холодных» (cold-start) данных даёт старт многоэтапному обучению: сначала идёт RL с учётом рассуждений и системой вознаграждений, затем выборка правильных примеров (rejection sampling) и, наконец, вторая стадия RL для дополнительной доработки. DeepSeek-R1 показывает сопоставимые результаты с OpenAI-o1-1217 в задаче сложных рассуждений, причём активно применяет дистилляцию для уменьшения размера модели: это даёт модели возможность обучить меньших «учеников», базирующихся на Llama или Qwen, которые по итогам даже превосходят openAI-o1-mini и GPT-4o-0513 в логических задачах. Таким образом, интеграция RL в область материаловедения открывает путь к более глубоким рассуждениям и лучшим прогнозам, позволяя ускорить открытие новых материалов и сделать исследования более достоверными.

Несмотря на все сложности, методы NLP и большие языковые модели уже доказали свою пользу в задачах проектирования материалов. Они помогают ускорять исследования, анализируя большие массивы данных, выделяя закономерности и выдвигая гипотезы. С их помощью можно предсказывать свойства материалов, определять оптимальный состав и технологические условия — например, в области разработки новых сплавов и полимеров получены весьма обнадёживающие результаты. Предполагается, что дальнейшее развитие будет связано с улучшением числовых возможностей, количественного анализа и структурной интерпретации. Успех будет зависеть от комплексной интеграции языковых моделей с вычислительными и экспериментальными инструментами, что позволит в реальном времени получать качественные рекомендации и ускорять принятие решений. В конечном итоге это должно не только повысить эффективность разработки материалов, но и открыть дорогу к инновационным прорывам, заметно сокращающим время и затраты на исследование новых материалов.

Источник

Теги

Категория

Новости

Дата

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:55 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 04:55 lisared

    I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.

  • 10.08.25 12:57 Marthaamahle

    My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest

  • 10.08.25 14:33 tomcooper0147

    Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.

  • 10.08.25 17:06 kevin

    I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.

  • 10.08.25 18:13 michaeldavenport218

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

  • 10.08.25 18:13 michaeldavenport218

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

  • 10.08.25 20:35 Bartlevi

    Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.

  • 10.08.25 23:28 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

  • 10.08.25 23:29 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

  • 11.08.25 10:33 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:33 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:34 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:34 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 11:35 Dennisblaq

    Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 17:49 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

  • 11.08.25 17:49 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

  • 11.08.25 17:49 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

  • 11.08.25 19:46 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 11.08.25 20:06 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 12.08.25 02:43 michaeldavenport218

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

  • 12.08.25 02:43 michaeldavenport218

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

  • 12.08.25 02:43 michaeldavenport218

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

  • 12.08.25 16:48 ahmed11

    It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.

  • 12.08.25 17:13 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

  • 12.08.25 17:13 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

  • 12.08.25 18:44 edinavida027

    CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY

  • 12.08.25 18:44 edinavida027

    A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5

  • 12.08.25 19:15 vallatjosette

    Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com

  • 12.08.25 23:07 babatunde162

    I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER

  • 13.08.25 06:11 tyler231

    DO YOU REQUIRE TECHNICAL SKILLS TO SOLVE YOUR HACKING RELATED PROBLEMS? ●Hacking of all social media accounts ●Spying on cheating partner ●Retrieving of lost Cryptocurrency ●Data alteration ●Finding of lost phone ●Clearing/paying off of mortgage/loan ●Increasing of credit score ●Bitcoin mining ●Tracking of location ●Hacking of cell phone/other devices ●Block out or track down hackers Secure yourself now!!! Contact: [email protected] OR WHATSAPP+14106350697 They are the best at what they do they helped me out and i am here to testify contact them and come back testifying

  • 13.08.25 07:01 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 07:01 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 07:01 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 08:26 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 08:27 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 08:27 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 10:37 babatunde162

    Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.

  • 13.08.25 13:15 Bartlevi

    Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.

  • 13.08.25 14:23 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 14:23 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 13.08.25 19:46 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

  • 13.08.25 19:46 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

  • 13.08.25 19:46 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

  • 13.08.25 19:50 babatunde162

    When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.

  • 14.08.25 00:20 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

  • 14.08.25 00:20 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

  • 14.08.25 17:47 Joanne Ruth

    The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets.  A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery.  For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])

  • 14.08.25 18:27 lisared

    Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you

  • 14.08.25 19:23 Joanne Ruth

    The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets.  A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery.  For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])

  • 14.08.25 21:49 Rickbayford

    If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])

  • 15.08.25 03:10 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 15.08.25 04:59 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

  • 15.08.25 04:59 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

  • 15.08.25 04:59 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

  • 15.08.25 04:59 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

  • 15.08.25 09:13 eva117

    Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin

  • 15.08.25 13:27 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

  • 15.08.25 13:27 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

  • 15.08.25 20:26 caitlinfedex

    After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 15.08.25 20:27 caitlinfedex

    After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 15.08.25 21:04 vallatjosette

    My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 16.08.25 06:53 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

  • 16.08.25 06:53 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

  • 16.08.25 06:53 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

  • 16.08.25 07:01 lisared

    Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.

  • 16.08.25 17:05 mark

    I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.

  • 17.08.25 03:33 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

  • 17.08.25 03:33 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

  • 17.08.25 05:22 aveasley4

    I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.

  • 17.08.25 17:49 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

  • 17.08.25 17:49 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

  • 17.08.25 17:49 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

  • 18.08.25 21:10 Connorhelms

    I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org

  • 18.08.25 22:17 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

  • 18.08.25 22:17 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

  • 19.08.25 02:26 Jacksonbash

    You are not alone if you have had your bitcoins taken from your wallet or if you invested in an initial coin offering (ICO) that was a scam. I experienced the same thing. I first lost $173,000 to a fraudulent investment scam company in less than five months. I was able to get all of my money in five days thanks to a hacker my friend recommended. In order to raise awareness about these cryptocurrency criminals and do my part to minimize the number of victims, I'm speaking out. To report a victim, simply send an email to [email protected].

  • 19.08.25 18:15 keith

    RECOVER FROM CRYPTO SCAMS WITH THE HELP OF BONES RECOVERY BITCOIN EXPERT If someone needs to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest BONES RECOVERY BITCOIN, a very trustworthy recovery organization . Simply presenting my case to the expert and supplying the necessary data allowed BONES RECOVERY BITCOIN to assist me in recovering my Bitcoin. It's a relief that I recovered this much after losing considerably more to the fraudulent broker I initially put my trust in. Because we will inevitably make mistakes, we can never be diligent enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with BONES RECOVERY BITCOIN. Contact address WhatsApp....‪+1-60-621-024-64‬ Email [email protected]

  • 19.08.25 18:54 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

  • 19.08.25 18:54 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

  • 19.08.25 18:54 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

  • 20.08.25 12:01 Official

    I Want To Testify About Dark Web Blank ATM Cards. What'sapp : +2348159250336 (The Official Automatic Teller Machine) They Sell Automatic Blank ATM Cards That You Can Use To Withdraw Money At Any ATM Machine Around The World Wide. Order Your Blank ATM Card Now With The Official Automatic Teller Machine. What'sapp : +2348159250336 Email Address : [email protected]

  • 20.08.25 17:00 lisared

    Few months ago I experienced one of the most devastating moments of my life €300k was stolen by hackers . When my money was stolen I felt hopeless, until I was introduced to Agent Jasmine Lopez her expertise and dedication gave me peace of mind. She skillfully traced complex transactions and tracked down the scammers, which would have been impossible for me to do on my own. Thanks to her tireless efforts, I was able to recover a significant portion of my lost funds. If you've fallen victim of hackers, I highly recommend reaching out to her. You can contact her via email at Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. Her attention to detail and commitment to her work are truly impressive. Don't hesitate to reach out her expertise could be the key to recovering your lost funds.

  • 20.08.25 20:42 vallatjosette

    My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 21.08.25 01:54 michaeldavenport218

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

  • 21.08.25 01:54 michaeldavenport218

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

  • 21.08.25 01:54 michaeldavenport218

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

  • 21.08.25 14:56 elainemurray

    E.M.A.I.L. [email protected] W.h.a.t.s.A.p.p. +1(561)(726)(3697) It all began with an Instagram advertisement. A man presented himself as a cryptocurrency investment coach, showcasing a luxurious lifestyle and screenshots of substantial profits. He claimed his trading algorithm could double any investment in a week. Curious, I decided to reach out to him. He said the minimum investment was $50,000 and sent me a link to a platform that looked legitimate. At first, everything seemed promising. My balance increased steadily, charts showed growth, and I felt excited. When I tried to withdraw the money, the system blocked the transaction and demanded a release fee of $15,000. I paid it, but my account was soon marked under review, and the coach stopped responding. I realised I had been scammed. Desperate, I turned to Techy Force Cyber Retrieval. From the first consultation, they carefully reviewed my case and assured me the funds could be traced. They explained how they would track the wallet addresses and follow the path of the stolen money. Their clear guidance made me feel confident. Over the next few weeks, Techy Force Cyber Retrieval kept me updated on every step. They traced the transactions. Their persistence and expertise were obvious, and I could see real progress. Even when the process felt slow, Techy Force Cyber Retrieval maintained clear communication. They explained each action and why it mattered. Their careful attention made the ordeal manageable and reassuring. A month later, thanks to Techy Force Cyber Retrieval, I was able to recover 80% of my money and have it safely returned to my bank account. Relief and gratitude overwhelmed me. What started as a tempting opportunity had turned into a stressful ordeal, but Techy Force Cyber Retrieval transformed it into a successful resolution.

  • 21.08.25 21:17 monte5757

    I went through one of the most painful experiences of my life I lost over $850,000 to scammers. They had no mercy,things got so bad that I even sold some of my properties just to keep up with their demands. At one point, I felt completely hopeless and trapped. But everything changed when I came across a legit recovery agent who actually helped me recover my funds and return them safely to my wallet. It was like getting my life back. If you’ve ever been scammed, please don’t give up. Reach out to Recoveryfundprovider [at] gmail [dot] com WhatsApp at +{44 736-644-5035}.she’s professional, reliable, and truly knows how to get results. I’m genuinely grateful I found her, and I believe you’ll thank me later too.

  • 22.08.25 08:00 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

  • 22.08.25 08:00 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

  • 22.08.25 08:00 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

  • 05:11 ramiroalcazar

    A hacker skillfully impersonated one of our clients’ trusted suppliers and manipulated their finance department into transferring $180,000 worth of Bitcoin. The request appeared authentic, reinforced by falsified documents and meticulously crafted communication that mirrored the supplier’s established style. By the time the company uncovered the deception, the funds had already been funneled through numerous digital wallets. When they appealed to their bank for assistance, they were told recovery was impossible since cryptocurrency transactions are irreversible. The company suddenly faced the prospect of financial ruin. Confronted with this devastating loss, the client sought a specialized solution and turned to Techy Force Cyber Retrieval. From the initial consultation, our team demonstrated that hope remained. Unlike the bank, which dismissed their plea, Techy Force Cyber Retrieval meticulously analyzed every aspect of the fraud and assured the client that our blockchain specialists had the tools to trace and potentially reclaim the stolen assets. Our investigation began with a comprehensive audit of the fraudulent transactions. Using advanced blockchain forensics, Techy Force Cyber Retrieval’s analysts traced the stolen Bitcoin across a labyrinth of wallets and exchanges. Every development was documented with precision, and regular updates were delivered to the client, ensuring transparency and trust. This combination of technical mastery and clear communication provided reassurance during an otherwise overwhelming crisis. After persistent tracking and strategic intervention, Techy Force Cyber Retrieval achieved a remarkable outcome. From the original $180,000 that had been siphoned away, our team successfully recovered the equivalent of $160,000 in USDT. This restitution enabled the company to meet payroll obligations, stabilize its operations, and avert what had seemed like an inevitable collapse. What distinguished Techy Force Cyber Retrieval in the eyes of the client was not only our technical expertise but also our dedication and professionalism. We approached the case with urgency, maintained open communication at every stage, and treated the recovery effort with the utmost seriousness. At a moment when the client felt powerless, Techy Force Cyber Retrieval restored both their assets and their confidence. Now, victims of cryptocurrency fraud do not have to accept total loss. With the right expertise, recovery is achievable. Techy Force Cyber Retrieval stands as proof that even in situations deemed hopeless, we can deliver tangible results and provide businesses and individuals with a genuine second chance. CONSULT TECHY FORCE CYBER RETRIEVAL FOR A GREAT SOLUTION RECOVERY......... WHATSAPP.......... +15617263697 WEBSITE......... https://techyforcecyberretrieval.com

Для участия в Чате вам необходим бесплатный аккаунт pro-blockchain.com Войти Регистрация

Похожие новости

Есть вопросы?
С вами на связи 24/7
Поддержка 24/7 Help Icon
Менеджер онлайн Help Icon
Help Icon