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Text2SQL в аналитике: как мы научили ИИ понимать бизнес-запросы без посредников
Привет! Меня зовут Михаил Куляскин, я инженер по машинному обучению в команде продуктивизации ИИ в X5 Tech. Недавно я выступал с докладом на крупной конференции CodeFest в Новосибирске, по которому и написана данная статья. В ней я расскажу о нашем опыте построения сервиса text2sql — интеллектуального помощника, который позволяет получать доступ к данным из баз по запросу на естественном языке. Такой сервис особенно актуален для крупных компаний с развитой аналитической культурой и большим объемом данных: он позволяет менеджерам и аналитикам запрашивать нужную информацию в виде таблицы, графика или конкретного ответа, не прибегая к помощи специалистов по SQL.
Мы подробно разберём:
в чём состоит проблема и зачем нужен такой сервис;
что вообще такое text2sql;
как устроен пайплайн обработки пользовательских запросов;
как мы валидируем качество работы системы;
какие подходы к генерации SQL-кода мы пробовали и какие показали наилучшие результаты;
как визуализируем ответы для пользователя;
и, наконец, покажем несколько примеров работы нашего приложения.
Проблематика
Представьте себе ситуацию, вы – директор направления. В перерыве между совещаниями заказываете кофе, как вдруг в рабочий чат прилетает срочный запрос от руководства: “На сколько вырос средний чек в Москве за год? Нужны данные к закрытию квартала!”
Обычный сценарий:
— Прерываете обед, идёте к аналитикам.
— Ждёте, пока они соберут данные.
— Кофе остывает, дедлайн горит.
С Text2SQL:
Пишете в бота: «Средний чек Москва, 2025 vs 2024, динамика в %» → Через 15 секунд получаете точный ответ с трендом. Profit!
Звучит, конечно, классно, но что же такое text2sql, и что нужно, чтобы реализовать такого бота?
Что такое text2sql?
text2sql – это преобразование текстового запроса в SQL-код, результат выполнения которого отвечал бы на вопрос пользователя. В машинном обучении такая задача называется sequence-to-sequence.
Что нужно, чтобы её решить при помощи LLM:
объединяем пользовательский запрос с описанием схемы базы данных в один промпт;
просим LLM сгенерировать правильный SQL;
определяем тип визуализации;
выполняем запрос в БД;
выдаём результаты пользователю в чате.
Начнём мы с базы данных:
На этапе MVP мы сосредоточились на одной витрине — клиентских чеках. Это таблица с ~150 колонками и несколькими миллиардами строк. Работа с одной таблицей позволяет быстрее получить работающее решение без необходимости поддержки join-операций. Тем не менее, наша целевая архитектура ориентирована на работу с произвольным числом таблиц, поэтому заложили соответствующую гибкость с самого начала.
Основным источником знаний для LLM является инструкция с описанием тестовой таблицы. В неё могут быть включены:
Есть разные способы текстового представления схем. На рисунке показаны примеры баз данных в виде схемы DDL, MAC-SQL и M-схемы:
DDL — наиболее часто используемый способ описания схемы базы данных, однако в нём, как правило, отсутствуют пояснения к таблицам и столбцам, а также примеры значений. Это затрудняет работу LLM, особенно при наличии схожих по названию полей. В одной из статей (A preview of XiYanSQL: A Multi-Generator Ensemble Framework for Text-to-SQL) мы нашли альтернативный подход — MAC-SQL Schema, который позже был доработан авторами в более компактную и информативную M-Schema. Отличия:
Типы данных: обязательны, чтобы модель могла корректно применять агрегации и фильтрации.
Первичные ключи: явно маркируются для сохранения связей при join’ах.
Описание столбцов: в отличие от MAC-SQL, M-Schema обращается напрямую к БД и вытаскивает подробности (описания, примеры, типы).
Косметика: улучшена читаемость схемы для моделей.
Пайплайн обработки запросов пользователей
Прежде чем передавать описание схемы вместе с пользовательским запросом в LLM для генерации SQL, важно учесть возможные сложности с самим запросом. Примеры:
“Привет, что ты умеешь?” — нецелевой запрос, SQL тут не нужен.
“Сумма РТО по торговой сети” — в X5 несколько торговых сетей, нужно уточнение.
“Покажи статистику за январь 2025 года” — непонятно, какие метрики интересуют.
“Проникновение КЛ в РТО для лояльных” — термин может быть неочевиден для модели.
“Начисленные баллы по заводу H495” — терминология может идти из устаревших систем (в данном случае “завод” означает “магазин”).
С учётом масштаба компании и разнообразия формулировок такие кейсы необходимо обрабатывать. Если с последними двумя примерами помогает подробная документация, то первые три требуют дополнительной фильтрации и логики обработки на этапе препроцессинга.
Для этого мы:
получаем историю запросов пользователя;
перефразируем запрос;
проверяем его релевантность;
при необходимости задаем пользователю уточняющий вопрос;
и, наконец, отправляем запрос в text2sql пайплайн.
Наша цель — не просто построить вопросно-ответную систему, а создать полноценного ассистента, который учитывает контекст и историю диалога. Например, если после первого запроса пользователь пишет: “А сгруппируй не по кластерам, а по магазинам”, нам необходимо объединить предыдущие сообщения с новым уточнением. Для этого мы получаем историю из backend, определяем, является ли текущий запрос продолжением, и, если да — формируем краткое суммарное описание диалога. В противном случае передаём исходный запрос без изменений.
Пример промпта:
Ты - ассистент аналитик в большой продуктовой retail компании.
Тебе будет дана история аналитических сообщений [message_history], состоящая из запросов пользователя [user_request] и ответов [response] на его запросы. Ты должен понять на основе [message_history], является ли последний запрос пользователя [user_last_request] продолжением/уточнением, или же он является отдельным/самостоятельным.
1. Если ты считаешь, что [user_last_request] является самостоятельным, то перепиши [user_last_request], минимально исправляя грамматические ошибки.
2. Если ты считаешь, что [user_last_request] является продолжением, то в этом случае твоя задача - перефразировать [user_last_request] так, чтобы получился один лаконичный вопрос, который полностью сохраняет смысл [user_last_request] и при этом учитывает контекст из предыдущих сообщений [message_history].
Важность контекста предыдущих сообщений [message_history] убывает по мере появления новых запросов пользователя, то есть самые старые сообщения влияют на [user_last_request] меньше, чем предпоследние запросы.
Цель перефразированного запроса - отправить аналитический запрос в базу данных и получить из неё ответ [response].
Запросы пользователей часто бывают короткими и недостаточно информативными для корректного преобразования в SQL. Чтобы не пытаться интерпретировать каждый ввод вроде: “Привет, что ты умеешь?”, мы внедрили несколько механизмов предварительной проверки. Для приветствий возвращается короткая подсказка. Если вопрос выходит за рамки доступной витрины (например, “Продажи вертолетов”), пользователь получает вежливый отказ. В случае, когда для генерации SQL не хватает деталей, модель может задать уточняющий вопрос — например, про период, метрику или регион. Сейчас эту логику обрабатывает LLM, но мы рассматриваем возможность использования более лёгких моделей на этом этапе.
Пример промпта для проверки на общий запрос:
Проанализируй запрос пользователя и определи, является ли он запросом к базе данных или общим запросом.
Запрос считается запросом к базе данных, если он:
1. Запрашивает любую информацию о данных (статистика, метрики, показатели).
2. Содержит ссылки на конкретные данные или их характеристики.
3. Подразумевает получение аналитической информации.
Запрос считается общим, если он:
1. Является приветствием или прощанием.
2. Содержит общие фразы без запросов конкретных данных.
3. Является повседневным запросом (как дела, что ты умеешь и т. д.).
4. Не связан с анализом данных.Для проверки на соответствие контексту таблицы:
Ты - опытный аналитик данных. Твоя задача - проанализировать
запрос пользователя и определить, относится ли он к контексту
предоставленной базы данных.
Тебе будет предоставлен запрос пользователя,
краткое описание базы данных, документация к
базе данных и схема базы данных.
Запрос считается релевантным, если он:
1. Запрашивает информацию о розничных продажах.
2. Касается данных о клиентах магазина.
3. Относится к программе лояльности.
4. Связан с операциями магазина.
5. Соответствует данным в таблицах.
Запрос считается нерелевантным, если он:
1. Запрашивает данные из другой области (например, автомобили, недвижимость).
2. Касается информации, которой нет в базе данных.
3. Не связан с розничной торговлей.
4. В таблицах отсутствует такая информация.
Сначала подумай, что именно ты видишь в этом запросе,
и как каждый элемент уникально соотносится со схемой базы данных.
На основе этого сделай вывод о релевантности запроса к этой базе данных.Проверка на необходимость задать уточняющий запрос:
Проанализируй запрос пользователя к базе данных, описание базы данных и схему базы данных и определи, достаточно ли в нем информации, чтобы сформировать sql запрос на его основе. Твоя задача - определить, нужен ли какой-либо уточняющий вопрос к пользователю.
Задавай уточняющий запрос только если запрос не может быть выполнен на основе имеющейся информации.После всех этапов подготовки мы переходим к самой генерации SQL-кода.
Сначала проводится предобработка запроса, например, расшифровка аббревиатур. Затем мы объединяем подсказки, описание схемы базы данных, текст вопроса и передаём это всё в LLM. Подсказки включают правила расчёта аналитических метрик, извлечённые из документации к витрине, а также few-shot примеры — о них подробнее расскажем чуть позже. На выходе модель генерирует SQL-запрос, который проходит статическую проверку на синтаксическую корректность. Если всё в порядке, код передаётся на следующий этап пайплайна.
Валидация качества работы системы
Важным элементом любой ML-системы является валидация качества. В задаче text2sql это означает проверку того, насколько корректный SQL-код генерирует модель. Этот этап нетривиален, поэтому остановимся на нём подробнее.
SQL | Тип ответа | Сложность | Желаемый ответ | |
Средний чек клиентов в Москве за сентябрь 2023 года | SELEST AVG (chtck_value) AS avg_check FROM db WHERE city = “Moscow“ AND date BETWEEN “2023-09-01“ AND “2023-09-30" | Текст | Easy | В Москве за сентябрь 2023 года средний чек клиентов составил 12345 рублей |
Определите, сколько клиентов в каждом сегменте использовали более 3 сервисов, и какой средний ARPU у этих клиентов | SELEST segment_person, COUNT (DISTINCT client_id) AS clients_using-services, AVG (arpu) FROM db WHERE cnt_services > 3 GROUP BY segment_person | Таблица | Medium | Таблица с колонками: segment_person, COUNT (DISTINCT client_id), AVG (arpu) |
Покажите, как менялась сумма продаж по дням в январе 2021 года для магазина с id-store_id_1 | SELECT date AS transaction_date, SUM (turnover) AS total_sales FROM db WHERE date BETWEEN “2021-01-01“ AND “2021-01-31“ AND store_id=“_id_1“ GROUP BY date ORDER BY date | Lineplot | Easy | График lineplot со значениями по осям: x: transaction_date y: total_sales |
… | … | … | … | … |
Для оценки мы собрали небольшой валидационный датасет (~200 примеров) на тестовой таблице. В него вошли текстовые запросы, соответствующие эталонные SQL-запросы, экспертная оценка сложности (easy/medium/hard) и желаемый формат ответа: текст, таблица или график.
Например, вопрос: «Средний чек клиентов в Москве за сентябрь 2023 года» — простой, ему соответствует SQL-запрос, который аналитик в Х5 написал бы вручную. Формат ответа в реальном общении был бы текст: «Средний чек составил N рублей». Важно, чтобы такие примеры отражали реальные задачи от потенциальных пользователей — это позволяет валидировать и улучшать систему на максимально прикладных кейсах.
После сбора разметки мы смогли приступить к измерению метрик качества. В существующих бенчмарках по text2sql, таких как Spider и Bird, используется метрика Execution Accuracy (EX) — доля запросов, результат выполнения которых совпадает с эталонным SQL. Совпадением считается либо полное соответствие таблиц, либо совпадение по ключевым полям.
Однако в отличие от бенчмарков, в реальных витринах уровень сложности схем выше, а формулировки пользователей — менее формальные и более разнообразные. Например, если эталонный ответ содержит две колонки, а сгенерированный SQL возвращает те же две плюс одну лишнюю (например, store_name и store_id), такой ответ в EX уже считается неверным, хотя фактически он корректен. Поэтому мы решили использовать более лояльную метрику — совпадение хотя бы одной колонки. Она хорошо коррелирует с ручной разметкой и на практике даёт более адекватную оценку.
Метрика считается путём попарного сравнения отсортированных колонок. У этого подхода есть ограничения: например, если модель вывела долю вместо процента — получим false negative; или если пользователь задал общий запрос, допускающий несколько корректных SQL-вариантов, — мы тоже получим ошибку. Сузить валидацию до строго детерминированных случаев можно, но это не даст реалистичной картины: в боевых условиях запросы как раз и будут неточными и плохо структурированными.
Дополнительно мы используем подход LLM-as-a-judge. На вход модели (в нашем случае — GPT-4o) подаются два SQL-запроса: эталонный и сгенерированный. Модель должна оценить, направлены ли они на получение одного и того же результата (1 — да, 0 — нет), и кратко пояснить своё решение. Это позволяет не только автоматизировать оценку, но и ускорить ручную валидацию при необходимости. По нашим экспериментам, такая метрика показывает сопоставимые результаты с Execution Accuracy (EX).
В качестве вспомогательного способа оценки мы также пробовали сравнивать SQL-запросы по структуре, разложив их на абстрактные синтаксические деревья (AST). Этот подход хорошо выявляет синтаксическое сходство, но плохо коррелирует с реальной семантикой запроса и ручной разметкой.
В итоге, несмотря на ограничения, комбинация EX и LLM-оценок даёт вполне адекватное представление о качестве работы системы.
Эксперименты с различными подходами генерации SQL кода
Задача text2sql является довольно популярной, поэтому мы решили исследовать доступные статьи, готовые библиотеки и различные подходы генерации и LLM модели. Нашли на Papers With Code лидерборд с метриками различных авторов на бенчмарке SPIDER и попробовали применить некоторые из них к нашим данным и сравнить между собой.
На графике показаны модели и их показатели усреднённых оценок EX и LLM судьи.
Прежде всего мы хотели сравнить качество различных opensource моделей, и после этого развернуть лучшую в нашем внутреннем контуре для дальнейших экспериментов. Мы взяли часть размеченного датасета (из 50 запросов, для ускорения этого этапа) и протестировали несколько моделей в самой простой архитектуре.
Самой слабой моделью оказался sqlcoder-8b – llama, дообученная на решение задачи text2sql. Она выдавала много галлюцинаций, например, несуществующие колонки, и путала похожие по названиям поля между собой.
Самая сильная модель – Deepseek R1, рассуждающая модель – имеет увеличенное время генерации, но зато хорошее качество и полезный ризонинг, который можно использовать для улучшения промптов. Однако есть один большой минус – нужно 8 - 10 nvidia H100 на один инстанс такой модельки, что неоправданно много, ведь качество становится лучше всего в 1,8 раз, а железа нужно в 5 раз больше.
В итоге мы выбрали Qwen2.5-72B — модель, занявшую второе место по качеству, но требующую существенно меньше ресурсов для развёртывания.
Перед тем как пробовать архитектурные решения, предложенные в статьях, мы решили протестировать коробочное решение — Vanna Framework. Идея в том, что вы добавляете в векторное хранилище все ваши схемы, документацию к ним и примеры корректных запросов. Каждый пользовательский запрос векторизуется, и на основе эмбеддинга подбирается наиболее подходящая комбинация схем, документации и few-shot примеров. Эти элементы подставляются в промпт, после чего LLM генерирует SQL-запрос, который затем выполняется в базе данных. Пользователь получает ответ в виде таблицы или графика. Если результат оказался верным, его можно добавить обратно в векторное хранилище для будущего использования — таким образом формируется своего рода обучающая выборка.
Мы получили довольно неплохие результаты: показатели оказались выше, чем при использовании той же модели qwen2.5-72b без фреймворка. Однако на большем валидационном датасете (150 запросов) точность составляет около 50%, что всё ещё далеко от желаемого качества.
Основные минусы коробочного решения — ограниченные возможности кастомизации. Нам важно было иметь контроль над поведением системы: учитывать весь контекст диалога, уточнять неполные запросы, не генерировать код на приветственные сообщения, расширить способы отображения результатов и, в идеале, иметь механизм обработки и "починки" ошибок выполнения. Всё это оказалось затруднительно в рамках коробочного подхода. Поэтому мы решили двигаться дальше и тестировать другие гипотезы.
Одним из ключевых решений, рассмотренных нами, стала архитектура из статьи PET-SQL, которая занимает предпоследнюю строчку в лидерборде. Основные идеи подхода заключаются в следующем.
Во-первых, используется механизм few-shot примеров: наиболее часто встречающиеся пары запрос — SQL сохраняются в отдельное векторное хранилище. Запросы пользователей преобразуются в эмбеддинги с помощью модели multilingual-e5-large, после чего для каждого нового запроса извлекаются наиболее близкие примеры. Эти примеры подставляются в промпт. Такой подход помогает модели лучше улавливать логические паттерны, характерные для конкретных метрик, и, как следствие, снижает количество ошибок в вычислениях.
Во-вторых, предлагается поэтапная генерация SQL. На первом этапе в промпт подаётся вся схема базы данных целиком, и модель генерирует предварительный SQL-запрос (PreSQL). На его основе проводится schema linking — процедура отбора наиболее релевантных таблиц и колонок. Это важно, поскольку многие LLM ограничены по размеру контекстного окна, и полные схемы с десятками таблиц и сотнями полей могут либо не влезать, либо вносить избыточный шум в генерацию. В статье schema linking реализован не через классический RAG-подход (векторный поиск по описаниям), а проще — отбором только тех таблиц и колонок, которые уже использовались в сгенерированном PreSQL.
На следующем этапе формируется финальный SQL-запрос (FinSQL) — уже на основе сокращённой схемы. При этом используется подход cross-consistency, который подробнее рассмотрим в следующем эксперименте.
Мы провели серию экспериментов, чтобы оценить влияние отдельных компонентов архитектуры PET-SQL. На первом этапе мы протестировали только добавление few-shot примеров на небольшом валидационном датасете. Примеры подбирались таким образом, чтобы избежать утечек ответов — в выборку включались лишь запросы с аналогичной структурой, но не дублирующие оригинальный SQL. Это дало прирост по сравнению с бейзлайном — коробочным решением Vanna Framework.
На следующем этапе мы добавили компонент schema-linking, предполагающий сокращение схемы на основе PreSQL. Однако результаты оказались хуже, чем при использовании только few-shot примеров. Несмотря на улучшение по сравнению с Vanna, итоговая точность снизилась.
На основе этих результатов мы сделали два вывода. Во-первых, few-shot примеры действительно работают и приносят ощутимую пользу — мы продолжаем использовать этот подход. Во-вторых, schema-linking в предложенном виде оказался неэффективным. В процессе анализа мы наткнулись на статью с характерным названием The Death of Schema Linking, где авторы поднимают основную проблему этого метода: в ходе агрессивного сокращения схемы могут отбрасываться важные поля, необходимые для генерации корректного запроса. В результате риск ошибки оказывается выше, особенно для больших моделей. Авторы делают вывод, что schema-linking может быть полезен в основном в случае маленьких моделей с ограниченным контекстом, тогда как более крупные модели лучше справляются с длинным контекстом, и для них такой подход скорее вреден.
Рассмотрим следующий компонент, который мы пропустили при разборе PET-SQL, — генерацию нескольких SQL-кандидатов с последующим выбором наилучшего. Этот подход можно рассматривать как аналог ансамблирования, только применительно к LLM. Идея была подробно описана в статье XiYanSQL, занимающей первую строчку в лидерборде.
Сначала, как и в PET-SQL, используется schema-linking. Далее начинается генерация множества SQL-кандидатов. Существует два способа получения разнообразных вариантов:
Self-consistency — увеличение параметра
temperatureв одной и той же модели, чтобы получить разнообразные, но потенциально разумные варианты SQL.Мульти-модельный подход — использование нескольких различных моделей (например, Qwen, LLaMA, DeepSeek и др.) для генерации независимых SQL-кандидатов.
На следующем этапе каждый SQL-кандидат проходит процедуру refinement — перепроверку и корректировку. После этого все варианты передаются в отдельную модель, которую авторы дообучили на задачу выбора наилучшего SQL. Модель оценивает кандидатов по нескольким критериям: соответствие исходному вопросу, синтаксическая корректность и логическая обоснованность.
Подход оказался весьма эффективным — он показал высокие результаты как на общедоступных бенчмарках, так и в рамках наших внутренних тестов.
Рассмотрим результаты применения описанного выше подхода генерации SQL-кандидатов с последующим выбором наилучшего. В нашей реализации для финального выбора использовалась модель Qwen2.5-72B, принимающая решение на основе исходного пользовательского запроса, текста сгенерированного SQL и результатов его выполнения.
На первом этапе мы исследовали вариант с одной моделью (Qwen-72B), где увеличили температуру до 0,7 и сгенерировали по 3 и 5 SQL-кандидатов на каждый запрос. Уже на этом шаге средняя точность выросла до 80%, при этом вариант с пятью кандидатами показал лишь незначительное улучшение по сравнению с тремя.
Затем мы перешли к мульти-модельной генерации, в рамках которой использовали схему «одна модель — один кандидат». Эксперименты с тремя моделями от одного разработчика показали наименьший прирост. Наилучший результат — до 86% точности — был достигнут при использовании трёх моделей, существенно отличающихся как по архитектуре, так и по происхождению: Qwen-72B, дистиллированной версии DeepSeek на базе LLaMA и LLaMA-70B. Такой разнородный ансамбль обеспечил максимальное разнообразие кандидатов и, как следствие, высокое качество финального выбора.
Тем не менее, у этого подхода есть существенные недостатки. Во-первых, требуется одновременно запускать несколько крупных моделей, что предполагает значительное потребление VRAM. Во-вторых, суммарное время генерации заметно возрастает: необходимо трижды сформировать SQL (каждый раз с большим промптом и объёмным выводом), затем провести пост-проверку каждого варианта и, наконец, выполнить процедуру выбора лучшего кандидата.
В результате мы пришли к выводу, что, несмотря на высокую точность, этот подход слишком ресурсоёмкий, чтобы использовать его для всех входящих запросов. Поэтому на текущем этапе мы отложили его использование до момента, когда сможем эффективно классифицировать запросы по сложности и применять его точечно — только к действительно сложным случаям.
Одним из побочных экспериментов стало исследование возможности генерации ORM-кода на SQLAlchemy вместо прямого SQL. Мы не нашли ранее опубликованных работ, в которых предпринималась бы попытка реализации подобного подхода, поэтому решили протестировать его самостоятельно. Основная мотивация заключалась в том, чтобы избавиться от зависимости от конкретного SQL-диалекта и обеспечить универсальность работы с различными СУБД за счёт генерации промежуточного SQLAlchemy-кода, который затем можно компилировать в нужный SQL.
Тем не менее, эксперимент показал значительно худшие результаты по сравнению с генерацией сырого SQL. Во-первых, корректность выполнения кода сильно зависела от версии библиотеки SQLAlchemy. Поскольку неясно, на каких версиях была обучена модель, даже переход на более старые версии не всегда помогал — возникали ошибки несовместимости. Во-вторых, модели часто игнорировали инструкции и вместо генерации отдельных SQL-запросов выдавали полноценные Python-скрипты с подключением к БД, что усложняло последующую обработку. Наконец, сам по себе пайплайн генерации SQL через ORM оказался менее устойчивым — из-за дополнительного этапа преобразования увеличилось количество возможных точек отказа.
Исходя из полученных результатов, мы пришли к выводу, что генерация SQLAlchemy-кода на текущем этапе нецелесообразна, и решили сосредоточиться на генерации "сырого" SQL, который обеспечивает большую стабильность и предсказуемость исполнения.
Таким образом, мы продолжаем активно экспериментировать и исследовать новые подходы к генерации SQL-запросов с использованием LLM. На текущем этапе мы остановились на следующей архитектуре: в качестве основной модели используем Qwen-72B, в промпт подаём отобранные few-shot примеры эталонных запросов, а после генерации проводится этап самопроверки (self-refinement), где модель перепроверяет корректность и логичность своего вывода. Такой подход позволил достичь около 76% точности на наших бенчмарках. При этом стоит отметить, что фактическое качество системы с учётом механизма доуточнения от пользователя может быть существенно выше — особенно в реальных сценариях, когда пользователь может скорректировать или дополнить исходный запрос.
В реальной среде выполнения генерация SQL может завершаться неудачно по ряду причин:
Галлюцинации
Модель использует несуществующие таблицы или колонки, которых нет в схеме. Это происходит, если модель “догадалась” по названию, но в реальности такой сущности нет.Синтаксические ошибки диалекта
Например, модель генерирует SQL для PostgreSQL, а исполняемая база — ClickHouse. Это может касаться как типов данных (VARCHARvsString), так и специфических операторов (LIMIT...OFFSETvsLIMITn, m и т.д.).Логические ошибки SQL
Запрос синтаксически корректен, но содержит неправильную логику, например:WHEREидёт послеGROUP BYневерная вложенность подзапросов
использование агрегатов без
GROUP BY, где они обязательны
Ошибки исполнения (runtime)
Код может не выполниться из-за:деления на ноль
приведения несовместимых типов
NULL-значений, с которыми не была предусмотрена работа
Для работы с подобными кейсами в нашей системе реализован механизм автоматической перегенерации SQL-запроса при возникновении ошибки выполнения. Как это работает:
Если запрос упал, наш сервис получает traceback вместе с оригинальным SQL. Затем мы повторяем этап генерации, добавляя в prompt сообщение об ошибке и SQL-код, вызвавший её. Это позволяет модели учесть контекст неудачной попытки и скорректировать запрос.
Процесс повторяется до N раз (где N — настраиваемый параметр), и на практике такой подход часто приводит к успешному исправлению ошибки. Однако он увеличивает время отклика, поскольку включает несколько итераций генерации и проверки.
Как мы визуализируем данные для пользователя
После успешной генерации и выполнения SQL-запроса возникает вопрос: в каком виде показать результат пользователю? Мы реализовали механизм автоматического выбора формата представления данных на основе анализа запроса и сгенерированного SQL.
LLM оценивает контекст и выбирает между тремя форматами:
Текстовый ответ,
Таблица,
График (lineplot или barplot).
Зачем это нужно:
Если пользователь задаёт запрос вроде «Какие продажи были в прошлом месяце?», модель отдаёт краткий текстовый ответ:
«Продажи в прошлом месяце составили X рублей».
Если же запрос предполагает:
анализ динамики метрики во времени — используется lineplot,
сравнение показателей между группами — выбирается barplot.
Во всех остальных случаях система отображает результат в табличной форме, что остаётся универсальным и удобным вариантом представления данных.
Проанализируй пользовательский запрос к базе данных и SQL-запрос, который будет выполнен, чтобы определить наиболее подходящий формат вывода данных.
Учитывай количество столбцов в результате SQL-запроса, при выборе типа визуализации. Если выбирается график, в результате должно быть как минимум два столбца.
Пользователь может не указать явно тип визуализации в запросе — ты должен определить его самостоятельно.
Ответь только одним словом из списка: text, plot, table.
Используй следующие правила:
text:
- Если пользователь запрашивает короткий ответ, объяснение или краткое резюме (например, «Какова численность населения города X?»).
- Когда нужно вывести одно значение или небольшое количество информации.
- Если информация требует подробного описания или пояснения в виде предложений и абзацев.
- Если размер результирующей таблицы, скорее всего, будет небольшим.
plot:
- Если нужно показать изменение данных во времени или по другой непрерывной шкале (например, график продаж по месяцам).
- Для визуализации взаимосвязей между переменными.
- Когда важно показать распределение данных, выявить выбросы или аномалии.
- Если нужно визуально сравнить величины разных показателей.
- Если таблица содержит много строк и мало столбцов (например, один столбец — дата, второй — значения).
table:
- Если необходимо вывести конкретные строки таблицы.
- Если ни один из других типов визуализации не подходит.Если LLM выбирает оптимальный тип ответа — текст, то сгенерированный SQL отправляется на бэкенд, где он выполняется в базе данных. Полученный результат возвращается обратно в модель с запросом сформировать человекочитаемый ответ на основе данных. Этот текст затем отображается пользователю в чате.
Такой подход отлично работает в сценариях, где объем данных небольшой — например, когда результатом является одна, две или несколько строк. В этом случае модель легко обрабатывает данные и формирует информативный и понятный ответ.
Проанализируй запрос пользователя, sql запрос, который он выполнил и результат, полученный из базы данных, и напиши человекочитаемый ответ на русском языке, основанный на данных, возвращенных в результате.В случае выбора визуализации в виде графика процесс немного сложнее. Сначала модель определяет конкретный тип графика — на данный момент поддерживаются lineplot, barplot и pieplot.
Проанализируй пользовательский запрос и SQL-запрос, чтобы определить наиболее подходящий тип диаграммы.
Ответь только одним словом из списка: line, bar, pie.
Используй следующие правила:
line (линейная диаграмма):
- Если нужно показать изменения во времени, тренды, динамику, последовательные изменения.
bar (столбчатая диаграмма):
- Если нужно показать распределение непрерывной переменной в зависимости от категориальной.
pie (круговая диаграмма):
- Если нужно отобразить состав или доли разных категорий в наборе данных.Затем LLM выбирает, какие данные использовать для осей графика, а также формирует заголовок для визуализации.
В результате мы получаем все необходимые параметры и данные, чтобы отрисовать график на фронтенде и представить информацию пользователю в наглядном и удобном виде.
Проанализируй пользовательский запрос, SQL-запрос, который будет выполнен, и тип диаграммы, чтобы определить наиболее подходящие столбцы для осей X и Y.
Сгенерируй описательное название диаграммы на основе пользовательского запроса и содержания SQL-запроса.Если выбран тип ответа — таблица, SQL-запрос выполняется, и полученная таблица выводится напрямую в чат без дополнительной обработки.
Примеры работы приложения
На скриншотах показано, как выглядит взаимодействие с нашим чат-ботом:
В первом примере задаётся вопрос: «Покажи РТО с НДС за вчера» — бот возвращает ответ в виде числового значения (значение на скриншоте затемнено).
В последнем примере запрос сложнее: нужно показать динамику продаж за апрель по конкретному адресу. В этом случае пользователю выводится график с трендом, наглядно отображающий данные.
Поддержка нескольких таблиц — реализовать автоматический роутинг запросов между разными таблицами базы данных.
Обработка запросов с джоинами — обеспечить корректную генерацию и выполнение сложных SQL с объединениями таблиц.
Внедрение спекулятивного декодинга — разделение запросов по сложности и маршрутизация их на разные модели или подходы генерации для оптимизации качества и скорости.
Подготовка и дообучение собственной модели — собрать большой датасет и обучить внутреннюю 7/32b LLM для повышения точности и независимости от внешних сервисов.
Оптимизация пайплайна — замена LLM на более легкие модели на некоторых этапах для снижения затрат и ускорения отклика.
Работа с произвольными Excel файлами — разработка функционала для обработки и аналитики данных из разных форматов Excel.
Эксперименты с schema-linking на основе RAG — изучение гибридных подходов к сокращению схемы и повышению качества генерации.
Заключение
Современные языковые модели способны эффективно обрабатывать до 90% запросов средней и низкой сложности (easy/medium) на реальных базах данных при наличии полной и подробной документации. Однако полностью заменить аналитиков им пока не под силу — зато они отлично справляются с рутинными задачами и большинством ad-hoc запросов. Создать первый прототип такой системы за месяц - два оказывается вполне достижимой задачей.
Если вам понравилась тема данной статьи и вы хотите еще больше технических подробностей, то приглашаю вас послушать моего коллегу Джала Антонова на конференции AiConf X 2025 26 сентября 2025 c докладом: «Готовим Text2SQL на «Пятёрку»: выжимаем максимум из опенсорсных моделей» про то, как мы дообучали собственные модели и внедряли агентский подход.
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09.10.25 08:26
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09.10.25 08:27
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09.10.25 08:27
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09.10.25 08:28
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09.10.25 08:28
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09.10.25 08:28
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09.10.25 08:28
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09.10.25 08:28
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09.10.25 08:28
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09.10.25 08:30
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09.10.25 08:34
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09.10.25 08:34
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09.10.25 08:35
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09.10.25 08:36
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09.10.25 08:36
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09.10.25 08:37
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09.10.25 08:37
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09.10.25 08:40
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09.10.25 08:40
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09.10.25 08:41
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09.10.25 08:41
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09.10.25 08:42
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09.10.25 08:42
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09.10.25 08:42
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.10.25 04:41
luciajessy3
Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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11.10.25 10:44
Tonerdomark
A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
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12.10.25 01:12
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.10.25 01:12
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.10.25 19:53
Tonerdomark
A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
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12.10.25 21:36
blessing
Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
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13.10.25 01:11
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.10.25 01:11
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 01:15
tyleradams
Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 18:07
crypto
Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 20:17
tyleradams
As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
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17.10.25 20:20
lindseyvonn
Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
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17.10.25 20:22
richardcharles
I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
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17.10.25 20:23
stevekalfman
If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.10.25 08:39
debby131
Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
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21.10.25 11:45
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.10.25 11:45
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 04:48
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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22.10.25 07:36
donnacollier
HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
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22.10.25 11:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 11:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 16:31
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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23.10.25 01:52
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 01:52
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 15:47
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:08
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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24.10.25 06:40
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:40
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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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.
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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
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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
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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]
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25.10.25 00:50
stevekalfman
If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
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25.10.25 05:05
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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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
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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
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26.10.25 01:03
Christopherbelle
A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957. or +44 7428 662701.
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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)
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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
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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
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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.
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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.
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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
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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
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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.
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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
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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
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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
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30.10.25 12:03
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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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.
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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.
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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
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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
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01.11.25 15:47
kattygates
Hack West Credit Repair is truly in the business of helping people understand credit, how credit works and most importantly they truly care that you understand your next steps to securing a better tomorrow for you and your family. I am grateful that the owner West has taken time out of his evening with his family to get me enrolled and he immediately got the ball rolling in helping me get items deleted from my credit reports. In the few months I’ve been with HACK WEST, 15 of the 17 negative items have been deleted and 250 points have been added to my point. If you want great results, I suggest you use [email protected].
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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.
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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
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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
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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
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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
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