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[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.

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  • 24.10.25 06:54 MATT PHILLIP

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

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

    *HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]

  • 25.10.25 00:50 stevekalfman

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

  • 25.10.25 05:05 victoriabenny463

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

  • 25.10.25 10:13 wendytaylor015

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

  • 25.10.25 10:13 wendytaylor015

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

  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

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

  • 27.10.25 17:20 fatimanorth

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

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

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

  • 29.10.25 10:56 wendytaylor015

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

  • 29.10.25 10:56 wendytaylor015

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

  • 30.10.25 09:49 Christopherbelle

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

  • 30.10.25 12:03 elizabethrush89

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

  • 31.10.25 13:25 Lillian Lizzy

    THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 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.

  • 31.10.25 13:25 Lillian Lizzy

    THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 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.

  • 01.11.25 03:27 elizabethrush89

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

  • 01.11.25 03:27 elizabethrush89

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

  • 01.11.25 15:47 kattygates

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  • 01.11.25 15:49 kattygates

    I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.

  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 15:23 michaeldavenport238

    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

  • 02.11.25 15:23 michaeldavenport238

    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

  • 04.11.25 04:59 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 04.11.25 09:30 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

  • 04.11.25 09:30 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

  • 05.11.25 02:43 jordan_11

    I made a mistake of not researching about their their investment firm(Binary option), it had a lot of promises which made me fall for all their fake promises , after trying to get my withdrawal out from there, I started having a lot of difficulties. Then I contacted their customer support, they only replied a week after and strangely wanted me to make more deposits just to enable my withdrawal, so i started my research of how I could report this treacherous company to the necessary authorities and also maybe i could get back my investment, The only people that were willing to help me out was Treqora Intel, their customer support replied so fast and immediately directed me to their investigative team which took my up my case and started the tracing and reclaim process with swift, after a week i got an email from Treqora Intel stating that a partial amount had been reclaimed, I was so grateful about their help , then I was asked to decide if I wanted a Partial deposit or wanted all my investment reclaimed and sent to me at once, But I was so desperate at the time so I asked that my partial reclaimed ETH be sent to me first , So the deposit took about few minutes before i got it in my wallet and withdrew it. Then my remaining investment took 2 weeks to get back according to their customer support at Treqora Intel. Immediately They got it, I was contacted again Via email that my reclaimed had been fully reclaimed, so grateful till this day to Treqora Intel for taking their time to help me out with what could have been a very depressing moment to me. And yes no upfront payment until the reclaim has been completed and you've been paid fully. Email:support@treqora. com 📱 WhatsApp: ‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬ ‬‬ 🌐 Website: Treqora. com.

  • 05.11.25 02:44 jordan_11

    Crypto Recovery Services _Hire Treqora Intel

  • 05.11.25 02:48 jordan_11

    Legitimate Crypto Recovery Companies-CONSULT TREQORA INTEL. After falling victim to a crypt0currency scam group, I lost $35,000 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 rec0vermy stolen funds and I came across a lot of testimonials online about TREQORA INTEL , an agent who helps in rec0ver of lost bitc0in funds, I contacted TREQORA INTEL , and with their expertise, they successfully traced and rec0vered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and rec0very protocols. They are trusted and very reliable with a 100% successful rate record Rec0very bitc0in, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypt0. Email:support@treqora. com Whats_App: ‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬ ‬‬ ‬‬, Website: Treqora dot com.

  • 05.11.25 16:20 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

  • 05.11.25 16:21 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

  • 07.11.25 02:26 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 07.11.25 09:33 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 16:05 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 07.11.25 23:15 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 23:30 harristhomas7376

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

  • 07.11.25 23:30 harristhomas7376

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

  • 07.11.25 23:32 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 23:34 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 09.11.25 03:29 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

  • 09.11.25 03:29 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

  • 10.11.25 05:06 Christopherbelle

    I lost $52,000 in USDT to a scam. That hit me hard. USDT is a stable cryptocurrency tied to the US dollar. It keeps its value steady. I thought I had found a sure way to grow my money. Things looked good at first. I even built up profits to $120,000. But when I went to pull out my earnings, the platform blocked me. No access. No funds. Panic set in. I felt trapped and helpless. Scams like this target crypto users all the time. They promise quick gains. Then they vanish with your money. Each year, people lose billions to these tricks. I searched for help everywhere. Forums, support groups. Nothing worked. That's when a friend stepped in. He had faced a similar mess before. He told me about Sylvester Bryant. My friend swore by his skills. So I reached out right away. His email is [email protected]. Sylvester Bryant turned it all around. He listened to my story without judgment. His team got to work fast. They started by reviewing every detail of the scam. Step by step, they traced the path of my stolen USDT. They used tools to follow the blockchain. That's the public record of crypto transactions. It shows where funds move. But scammers hide their tracks. Bryant's group dug deep. They contacted exchanges and networks involved. Day after day, they pushed forward. No shortcuts. They kept me updated the whole time. Every email, every call was clear and honest. In the end, they recovered my full amount. That $52,000 came back to me. The process took focus and grit. Bryant's honesty stood out. He charged no hidden fees. Just straight work for results. My stress melted away. I could breathe again. Sleep came easier. My trust in recovery options grew. If a scam has taken your money, act now. Reach out to Sylvester Bryant. He handles cases like this with care. Email him at [email protected]. Or on WhatsApp at +1 512 577 7957 or +44 7428 662701. Don't wait. Get your funds back.

  • 10.11.25 14:28 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 10.11.25 21:52 ashley11

    Legitimate crypto recovery companies in Australia - HIRE TREQORA INTEL

  • 10.11.25 21:53 ashley11

    Legitimate crypto recovery companies in Australia - HIRE TREQORA INTEL Sometimes, life can be unpredictable and present us with unexpected twists and turns. On October 15, 2025, I had an experience that taught me a valuable lesson about the importance of vigilance and caution in the digital age. It began when I met someone on TikTok who claimed to have a surefire way to generate significant profits from Ethereum investments. The individual, who went by the name of Mr. Oscar, presented himself as a financial expert with a proven track record of success. Intrigued by the promise of easy money, I decided to invest a substantial amount of my savings into the Ethereum venture. However, I soon discovered that I had fallen victim to a sophisticated scam. Mr. Oscar had fake credentials and a history of deceiving numerous people, leaving them financially devastated and feeling betrayed, I thought I had lost my investment forever. But I was determined to recover my stolen Ethereum and sought help from a reputable firm specializing in cybersecurity. That's when I stumbled upon Treqora Intel, a company with a stellar reputation for assisting victims of online scams. With the support of Treqora Intel , I was able to recover my lost funds in a remarkably short period. Their team of experts was efficient, responsive, and empathetic, making the recovery process as smooth as possible. I was impressed by their professionalism and commitment to helping individuals like me who have been affected by online scams. This experience has taught me to be more cautious when interacting with strangers online, especially when it comes to investment opportunities that seem too good to be true. It has also reminded me of the importance of verifying the credibility of individuals and companies before making any financial decisions. I am grateful to TREQORA INTEL for their assistance and hope that my story can serve as a warning to others to be vigilant in the online world. By being aware of the potential risks and taking necessary precautions, we can protect ourselves from falling prey to scams and ensure a safer online experience.Email:support@treqora. com Whats_App: ‪‪‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬‬‬ ‬‬ ‬‬, Website: Treqora. com.

  • 11.11.25 06:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 11.11.25 08:34 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

  • 11.11.25 08:34 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

  • 11.11.25 08:34 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

  • 11.11.25 11:15 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 11.11.25 13:36 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 11.11.25 15:16 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 11.11.25 15:36 peggy09

    Crypto theft surges, with billions lost yearly. DIY fixes flop due to tech and legal walls. Standard reports gather dust without pros. Anthony Davies changes that. As the best funds recovery expert, his tracing, partnerships, and methods reclaim hacked wallet assets. He maximizes your shot at getting back stolen cryptocurrency. If you've been hit, reach out to Anthony Davies today. Every minute counts in this fight. Start your recovery journey now—don't let thieves win.Crypto theft surges, with billions lost yearly. DIY fixes flop due to tech and legal walls. Standard reports gather dust without pros. Anthony Davies changes that. As the best funds recovery expert, his tracing, partnerships, and methods reclaim hacked wallet assets. He maximizes your shot at getting back stolen cryptocurrency. If you've been hit, reach out to Anthony Davies today. Every minute counts in this fight. Start your recovery journey now—don't let thieves win. reach him at anthonydaviestech@gmail dot com or telegram anthonydavies

  • 11.11.25 19:28 elizabethrush89

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

  • 11.11.25 19:29 elizabethrush89

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

  • 12.11.25 04:09 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 12.11.25 04:10 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 12.11.25 05:07 peggy09

    Anthony Davies stands out in the world of crypto recovery. His skills come from years of hands-on work with blockchain tech. He helps people get back what thieves took, often against tough odds. i once lost $200000 to a fake broker site, anthony stood out as the only person who was able to get back my funds. you can contact him by sending an email to; anthonydaviestech @ gma1l com

  • 12.11.25 09:37 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

  • 12.11.25 09:37 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

  • 13.11.25 19:01 peggy09

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 13.11.25 20:05 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 13.11.25 20:05 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 13.11.25 22:51 ashley11

    Recover All Lost Cryptocurrency From Scammers

  • 13.11.25 22:52 ashley11

    Recover All Lost Cryptocurrency From Scammers TREQORA INTEL has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment via Email (SUPPORT @ TREQORA . C O M”), including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing I had been sc**med by the company. Initially, I harbored doubts about their services, but I was proven wrong. TREQORA INTEL ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still harbor trepidation about engaging in online services again due to the trauma of being sc**med. However, I implore you to take action. Seek assistance from TREQORA INTEL today and witness their remarkable capabilities firsthand. Among the myriad of hackers available, TREQORA INTEL stands head and shoulders above the rest. While I may not have sampled all of them, the few I attempted to work with previously were unhelpful and solely focused on depleting the little funds I had left. I am grateful that I resisted their enticements, and despite the time it took me to discover TREQORA INTEL, they ultimately fulfilled my primary objective. I am confident they will execute the task proficiently. Without their intervention, I would have remained despondent and perplexed indefinitely. Don’t make the error of entrusting sc**mers to rectify a sc*m; the consequences are evident. Email:support@treqora. com,WhatsApp: ‪‪‪‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬‬‬‬ ‬‬,Website: Treqora. com. How Can I Recover My Lost Bitcoin From A Romance Scammer-HIRE TREQORA INTEL

  • 13.11.25 23:36 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 03:42 harristhomas7376

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

  • 14.11.25 03:42 harristhomas7376

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

  • 14.11.25 08:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 14.11.25 10:39 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 14.11.25 12:12 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 15:07 caridad

    Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.

  • 14.11.25 18:33 justinekelly45

    FAST & RELIABLE CRYPTO RECOVERY SERVICES Hire iFORCE HACKER RECOVERY I was one of many victims deceived by fake cryptocurrency investment offers on Telegram. Hoping to build a retirement fund, I invested heavily and ended up losing about $470,000, including borrowed money. Just when I thought recovery was impossible, I found iForce Hacker Recovery. Their team of crypto recovery experts worked tirelessly and helped me recover my assets within 72 hours, even tracing the scammers involved. I’m deeply thankful for their professionalism and highly recommend their services to anyone facing a similar situation.  Website: ht tps://iforcehackers. co m WhatsApp: +1 240-803-3706   Email: iforcehk @ consultant. c om

  • 14.11.25 20:56 juliamarvin

    Firstly, the importance of verifying the authenticity of online communications, especially those about financial matters. Secondly, the potential for recovery exists even in cases where it seems hopeless, thanks to innovative services like TechY Force Cyber Retrieval. Lastly, the cryptocurrency community needs to be more aware of these risks and the available solutions to combat them. My experience serves as a warning to others to be cautious of online impersonators and never to underestimate the potential for recovery in the face of theft. It also highlights the critical role that professional retrieval services can play in securing your digital assets. In conclusion, while the cryptocurrency space offers unparalleled opportunities, it also presents unique challenges, and being informed and vigilant is key to navigating this landscape safely. W.h.a.t.s.A.p.p.. +.15.6.1.7.2.6.3.6.9.7. M.a.i.l T.e.c.h.y.f.o.r.c.e.c.y.b.e.r.r.e.t.r.i.e.v.a.l.@.c.o.n.s.u.l.t.a.n.t.c.o.m. T.e.l.e.g.r.a.m +.15.6.1.7.2.6.3.6.9.7

  • 15.11.25 12:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 15.11.25 14:39 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

  • 15.11.25 14:39 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

  • 15.11.25 15:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 15.11.25 15:52 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 16.11.25 14:43 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

  • 16.11.25 14:44 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

  • 16.11.25 20:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 17.11.25 03:24 johnny231

    INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job

  • 17.11.25 11:26 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

  • 17.11.25 11:27 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

  • 19.11.25 01:56 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 19.11.25 08:11 JuneWatkins

    I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)

  • 19.11.25 08:26 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])

  • 19.11.25 08:27 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 19.11.25 16:30 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

  • 19.11.25 16:30 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

  • 20.11.25 15:55 mariotuttle94

    HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices.  Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om

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