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Разработка LLM моделей для обновления кода приложений на более высокие версии фреймворков или языков программирования

В этой статье я планирую исследовать, как можно использовать большие языковые модели (LLM) для миграции проектов между различными фреймворками. Применение LLM в задачах на уровне репозитория — это развивающаяся и всё более популярная область. Миграция кода со старых, устаревших фреймворков на новые является одной из ключевых задач в крупных корпоративных проектах.

Актуальность

Миграция проектов на новые фреймворки становится всё более актуальной по мере быстрого развития технологий и изменяющихся требований бизнеса. Устаревшие фреймворки могут ограничивать возможности команды, снижать производительность и увеличивать риски безопасности. С ростом проекта возникает необходимость в масштабируемости и поддерживаемости выбранного фреймворка. Под поддерживаемостью подразумеваются читабельность кода и удобство его обслуживания. Например, в крупных проектах использование чистого JavaScript может привести к ухудшению читаемости и удобства работы с кодом, поэтому многие разработчики переходят на TypeScript, который также обеспечивает защиту от ошибок типизации. В то же время, фреймворки, такие как Express.js, являются un-opinionated и предоставляют разработчикам множество возможностей, что делает их подходящими для начинающих проектов. Однако переход на opinionated фреймворки позволяет масштабировать проект и повышать его консистентность, а также защищает от ошибок.

Таким образом, в многих крупных корпоративных проектах переписывание легаси кода занимает значительную часть времени разработчиков, которое могло бы быть использовано для создания новой функциональности и разработки инновационных решений. В последнее время большие языковые модели (LLM) демонстрируют отличные результаты в генерации кода, и всё больше проектов на основе LLM автоматизируют задачи на уровне репозитория [1], такие как рефакторинг кода, написание юнит-тестов и миграция пакетов. Основываясь на проведенном исследовании [2], оценившем помощь больших языковых моделей (LLM) в миграции кода на новые версии Java, было показано, что разработчики, получающие поддержку от LLM, могут значительно эффективнее выполнять эту задачу. Использование LLM позволяет ускорить процесс миграции, улучшить качество кода и снизить количество ошибок, что делает переход на новые версии более плавным и менее затратным по времени.

Перформанс LLM в трансляции кода

Недавнее исследование [3], посвященное эффективности различных больших языковых моделей (LLM) в переводе кода, показало, что такие модели, как GPT-4 и Claude, достигают 40-80% уровня успеха при решении различных задач перевода и генерации кода. В частности, приведены результаты, согласно которым лучшая LLM смогла успешно перевести код из реальных проектов на Rust в 47% бенчмарков. При этом корректность перевода и перформанс моделей снижались для проектов с более чем 100 строками кода. Эти результаты подчеркивают не только потенциал и возможности языковых моделей в переводе кода, но и существующие лимиты, которые важно учитывать. Существующие модели CodeGen могут служить хорошей основой для будущих решений, так как они демонстрируют хорошие показатели в переводе кода. Однако, учитывая снижение эффективности при работе с большим количеством строк кода, целесообразно рассмотреть возможность разбиения проекта на части и миграции его поэтапно.

Согласно данным проведенного исследования перформанса различных больших языковых моделей [4], можно наблюдать хорошие результаты у GPT-4 и Code Llama-3. На графиках видно, что при работе с большими текстами GPT-4 демонстрирует лучшие показатели, в то время как для решения специфичных задач, особенно связанных с кодом, Code Llama-3 показывает более высокие результаты.

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Выбор фреймворков для миграции

Решение обобщенной задачи миграции с любого фреймворка на любой другой является слишком трудоемким процессом. Однако при более конкретной задаче с выбранными фреймворками появляется возможность настраивать и обучать модель с большей точностью, а также использовать особенности выбранных фреймворков и существующие руководства по миграции проектов.

Во-первых, было решено отказаться от фронтенд-фреймворков, так как в этом случае сложно проводить тестирование и оценку успешности миграции. Хотя существуют хорошие решения для e2e тестирования интерфейсов, такие как Playwright или Hermione, решение задач для бэкенд-фреймворков является более детерминированным и проще в тестировании и оценке производительности.

Во-вторых, необходимо выбирать фреймворки, миграция на которые распространена. Например, миграция с Flask на Django является редким решением, так как эти фреймворки имеют слишком много различий в применении, и миграция между ними происходит нечасто.

Конечным выбором стала миграция с Express.js на Nest.js. Express.js — это un-opinionated, минималистичный фреймворк для приложений на Node.js. Он очень популярен и существует уже много лет, фактически являясь стандартным каркасом для Node.js, поэтому много легаси-кода в энтерпрайзе написано на Express. Благодаря своей минималистичности и функциональности, многие начинающие проекты также используют его.

В то время как Nest.js — это быстро набирающий популярность новый фреймворк для Node.js, который поддерживает TypeScript и является opinionated, что делает его более консистентным и подходящим для больших проектов. Такие возможности, как поддержка Fastify (который быстрее Express), делают его более масштабируемым решением.

Актуальность фреймворков можно оценить, например, по количеству звезд на GitHub, и оба фреймворка, Express.js и Nest.js, в настоящее время являются одними из самых популярных. Интересно отметить, что за последний год Nest.js значительно увеличил свою популярность и по количеству звезд уже обходит Express.js. Это свидетельствует о растущем интересе разработчиков к Nest.js и его функциональным возможностям, что может быть связано с его поддержкой TypeScript и более структурированным подходом к разработке. На момент написания статьи количество звезд на GitHub для Express.js составляет примерно 65K, а для Nest.js — около 68K. Актуальные данные можно посмотреть в гитхабе репозитории со статистикой по Node js фреймворкам [5]

Среди наиболее распространенных методов решения сложных и специфичных задач с использованием LLM выделяются подходы RAG и fine-tuning модели. Эти методы оказывают различное влияние на поведение модели, и их можно применять одновременно. В этой связи давайте подробнее рассмотрим каждый из них.

Retrieval Augmented Generation

Генерация с дополненной выборкой (RAG) — это процесс оптимизации выходных данных большой языковой модели (LLM), при котором перед получением ответа осуществляется обращение к надежной базе знаний за пределами источников обучающих данных.

При миграции кода проект можно разбить на части, так как обработка всего проекта в одном запросе может быть сложной и привести к ухудшению производительности LLM, как мы выяснили ранее. Важно иметь информацию о проекте в целом, и именно эту информацию можно передавать с помощью RAG.
Для предоставления информации о проекте можно использовать различные виды интерпретации кода, такие как:

  • Abstract Syntax Tree (AST): представляет структуру программы в виде дерева, что позволяет анализировать синтаксис и семантику кода.

  • Intermediate Representation (IR): промежуточное представление, которое упрощает анализ и оптимизацию кода.

  • Data Flow: анализирует, как данные перемещаются через программу, что помогает понять зависимости между переменными.

  • Control Flow: показывает порядок выполнения инструкций, что важно для понимания логики программы.

Все эти виды представления программ предоставляют различную информацию, которая может быть использована при миграции проекта.

image

При использовании RAG можно обратиться к наиболее распространенному пайплайну, который активно применяется в различных проектах [8]:

  • Индексация данных: эффективная организация данных для быстрого доступа к ним.

  • Обработка входящих запросов: анализируем запрос клиента, чтобы определить, какие данные необходимо дополнить.

  • Поиск и ранжирование: с помощью алгоритмов поиска извлекаем необходимые данные для улучшения контекста запроса.

  • Дополнение промпта: используя полученные данные, обогащаем оригинальный запрос.

  • Генерация ответа: передаем дополненный промпт модели, которая генерирует ответ. Этот пайплайн позволяет значительно улучшить качество ответов, обеспечивая более точное и контекстуализированное взаимодействие с пользователем.

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Pre-training vs Fine-tuning

Aspect

Pre-training

Fine-tuning

Определение

Обучение на большом объеме немаркированных данных

Адаптация модели под конкретную, определенную задачу

Необходимые данные

Обширный и разнооборазный набор немаркированных текстовых данных

Меньший набор маркированных текстовых данных, специфичных для определенной задачи

Цель

Формирование общих языковых знаний

Специализировать модель под определенную задачу

Процесс

Сбор данных, обучение на большом датасете, предсказание следующего слова/ последовательности слов

Сбор данных под конкретную задачу, модификация последнего слоя модели, обучение на основе новых данных, генерация ответов на основе задач

Модификация модели

Вся модель обучена

Последний слой адаптирован под решение определенной задачи

Вычислительные затраты

Высокие (большой датасет, сложная модель)

Ниже (датасет меньше, файн тюнинг слоев)

Длительность обучения

От пары недель до нескольких месяцев

От пары дней до нескольких недель

Типы Fine-tuning

Unsupervised Fine-tuning

Unsupervised fine-tuning подразумевает использование немаркированных данных. Этот подход часто применяется, когда получение маркированных датасетов может быть затратным или когда нет необходимости в них. Основная цель — адаптация модели к определенной сфере, что позволяет улучшить понимание нюансов и терминологии данной области.
Однако данный метод показывает себя неэффективно в случаях, когда требуется адаптация под конкретную задачу. В нашем случае речь идет о миграции кода с Express.js на Nest.js, и поэтому использование unsupervised fine-tuning будет нецелесообразным.

Supervised Fine-tuning

Supervised fine-tuning — это подход, при котором модель обучается на маркированных данных, адаптированных под конкретную задачу. Поскольку этот метод фокусируется на адаптации к определенной задаче, он будет эффективен для решения нашей проблемы. Однако, несмотря на высокую эффективность, данный метод требует наличия маркированных данных, которые могут быть сложными и затратными в получении.

Instruction Fine-tuning

Также стоит рассмотреть технику, часто используемую для адаптации моделей под конкретные задачи, — это instruction fine-tuning. Этот подход подразумевает использование данных, содержащих инструкции для решения поставленных задач. В отличие от традиционного supervised fine-tuning, который в основном фокусируется на парах input и output, в данном методе мы также можем передавать контекст задачи, что способствует улучшению понимания нюансов и особенностей.

Подготовка данных

The Stack

Можно использовать существующие открытые датасеты, такие как The Stack [9] от BigCode Project. Этот специализированный датасет предназначен для обучения больших языковых моделей для работы с кодом и содержит более 3 ТБ кода, включая около 500 ГБ кода на JavaScript и более 100 ГБ на TypeScript. В нашей задаче необходимо получить датасет кода на Express.js, переведенного на Nest.js. Файлы с кодом, использующим фреймворк Express.js, можно определить по строкам вида:

require('express');
import ... from 'express';

Таким образом, мы можем извлечь из данного датасета код на Express.js и сформировать набор input-значений для обучения.

GitHub

У GitHub есть удобное REST API и CLI для работы с репозиториями. По тегам express и javascript на GitHub хранится более 50 тысяч репозиториев. В данном случае это полноценные проекты на фреймворке Express.js, а не просто набор кода без контекста, что придает этому подходу значительные преимущества. С помощью GitHub REST API можно извлечь репозитории по тегам express и javascript, получив таким образом датасет проектов на Express.js.
Преимущество данного подхода заключается в том, что полученный датасет можно использовать не только для тестирования модели, но и, например, для обучения с подкреплением, что мы рассмотрим далее.

Подготовка ответов

Имея датасет с кодом на Express.js, необходимо создать набор ответов, а именно переведенный код на Nest.js. Один из вариантов — это ручное составление ответов, когда разработчики самостоятельно пишут код. Однако этот подход является неэффективным и затратным по времени. Второй вариант — автоматизировать процесс перевода. Если бы задача перевода с одного фреймворка на другой была настолько тривиальной, что ее можно было бы решить простыми алгоритмами без использования больших языковых моделей, мы бы не занимались этой проблемой. Поэтому мы будем рассматривать генерацию ответов с помощью LLM.

Синтетическая генерация данных

Если бы задача перевода с одного фреймворка на другой была настолько тривиальной, что ее можно было бы решить простыми алгоритмами без использования больших языковых моделей, мы бы не занимались этой проблемой. Поэтому мы будем рассматривать генерацию ответов с помощью LLM. Есть две основные техники:

Prompt Engineering

С помощью составления специальных промптов, которые инструктируют LLM, можно генерировать датасет ответов на основе существующего датасета input‑значений, а также полностью создавать все данные, включая входные. Этот подход можно дополнительно улучшить, применяя различные методы валидации ответов. Это может включать как простую проверку кода на наличие ошибок, так и запуск юнит‑тестов, если они доступны.

Multi-Step Generation

Более интересный вариант генерации с использованием LLM — это отправка итеративных запросов к модели, которые постепенно приводят к получению ответа. Например, в нашей задаче можно разделить процесс на этапы, такие как рефакторинг кода, добавление комментариев, выделение маршрутов, сервисов, мидлварин и т. д. Этот метод позволяет получать данные высокого качества, а также инструкции и описания всех шагов, которые можно использовать для instruction fine‑tuning. В данном подходе также можно внедрить валидацию, чтобы повысить качество данных.

GPT-migrate

Существует открытое решение GPT‑Migrate [10], которое использует Prompt Engineering и модель GPT-4 для автоматической миграции кода между фреймворками. Это решение также генерирует юнит‑тесты для полученного кода. На данный момент проект находится на стадии alpha‑разработки и не готов к использованию в production, так как на сложных бенчмарках и с трудными языками он требует человеческой помощи. Тем не менее, проект демонстрирует хорошую архитектуру промптов и показывает неплохие результаты с «легкими» языками, такими как Python и JavaScript, на простых бенчмарках.

Таким образом, данное решение может быть использовано для подготовки датасета ответов. Одним из направлений для улучшения является повышение точности модели, что можно достичь через дообучение. В будущем можно воспользоваться бенчмарками этого проекта и их методами юнит‑тестирования для оценки и тестирования полученной модели.

Reinforcement Learning

Еще одним подходом, используемым для дообучения моделей, является Reinforcement Fine-Tuning. Этот метод подразумевает использование среды, которая оценивает работу модели, на основе чего происходит ее обучение. Данный подход хорошо подходит для нашей задачи, так как в качестве среды могут выступать проверки на ошибки компиляции и юнит-тестирование.

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Сравнение использования этого метода с обычным supervised fine-tuning показывает, что результаты значительно выше.

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Evolution Startegies

В качестве альтернативы методу обучения с подкреплением можно рассмотреть подход Evolution Strategies. Этот метод позволяет обучать модель без использования обратного распространения ошибки (backpropagation) и предоставляет возможность распараллеливания процесса обучения. Награду можно рассчитывать на основе предупреждений, ошибок в рантайме и результатов юнит-тестирования.

Исследование [12] показывают, что алгоритм Evolution Strategies в некоторых случаях обучается быстрее и демонстрирует результаты, не уступающие результатам методов обучения с подкреплением. Учитывая возможность распараллеливания обучения, этот подход может значительно оптимизировать затраты времени на обучение. В данном исследовании в качестве метода обучения с подкреплением рассматривался алгоритм TRPO (Trust Region Policy Optimization), а также задача MuJoCo Control Task.

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План работы

Необходимо собрать датасет входных данных, более детально рассмотрев подходы к парсингу существующего датасета The Stack и репозиториев на GitHub. Все собранные данные будут полезны; например, датасет проектов с GitHub окажется ценным при тестировании и обучении с подкреплением.

Далее следует применить supervised fine-tuning с инструкциями и оценить полученные результаты. В завершение можно использовать методы Reinforcement Learning и Evolution Strategies для сравнения результатов, либо сосредоточиться только на Evolution Strategies, так как этот метод менее затратен.

Также необходимо провести тестирование модели с пмощью GPT-Migrate. При достижении хороших показателей модели возможно реализовать фронтенд в виде плагина для IDE.

Источники

[1] CodePlan: Repository-level Coding using LLMs and Planning. Ramakrishna Bairi, Atharv Sonwane, Aditya Kanade, Vageesh D C, Arun Iyer, Suresh Parthasarathy, Sriram Rajamani, B. Ashok, Shashank Shet (https://arxiv.org/pdf/2309.12499)

[2] Evaluating Human-AI Partnership for LLM-based Code Migration (https://assets.amazon.science/bc/ec/8213526e4857b6fa09af53b10c66/evaluating-human-ai-partnership-for-llm-based-code-migration.pdf)

[3] Towards Translating Real-World Code with LLMs: A Study of Translating to Rust. Hasan Ferit Eniser, Hanliang Zhang, Cristina David, Meng Wang, Maria Christakis, Brandon Paulsen, Joey Dodds, Daniel Kroening (https://arxiv.org/pdf/2405.11514)

[4] (https://arxiv.org/pdf/2407.21783)

[5] (https://github.com/VanoDevium/node-framework-stars)

[6] Large Language Models As Evolution Strategies. Robert Tjarko Lange, Yingtao Tian, Yujin Tang (https://arxiv.org/pdf/2312.10997)

[7] https://blog.gopenai.com/leveraging-large-language-models-for-automated-code-migration-and-repository-level-tasks-part-ii-6377e7a76c8e

[8] The Ultimate Guide to Fine-Tuning LLMs from Basics to Breakthroughs: An Exhaustive Review of Technologies, Research, Best Practices, Applied Research Challenges and Opportunities. Venkatesh Balavadhani Parthasarathy, Ahtsham Zafar, Aafaq Khan, Arsalan Shahid (https://arxiv.org/pdf/2408.13296)

[9] The Stack: 3 TB of permissively licensed source code. Denis Kocetkov, Raymond Li, Loubna Ben Allal, Jia Li, Chenghao Mou, Carlos Muñoz Ferrandis, Yacine Jernite, Margaret Mitchell, Sean Hughes, Thomas Wolf, Dzmitry Bahdanau, Leandro von Werra, Harm de Vries (https://arxiv.org/pdf/2211.15533)

[10] GPT-Migrate (https://github.com/joshpxyne/gpt-migrate/tree/main)

[11] REFT: Reasoning with REinforced Fine-Tuning. Trung Quoc Luong∗, Xinbo Zhang∗, Zhanming Jie*, Peng Sun†, Xiaoran Jin, Hang Li (https://arxiv.org/pdf/2401.08967v1)

[12] Evolution Strategies as a Scalable Alternative to Reinforcement Learning. Tim Salimans, Jonathan Ho, Xi Chen, Szymon Sidor, Ilya Sutskever (https://arxiv.org/pdf/1703.03864)

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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

  • 21.10.25 08:39 debby131

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

  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 16:31 MATT PHILLIP

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 01:52 marcushenderson624

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

  • 23.10.25 15:47 MATT PHILLIP

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

  • 23.10.25 21:43 patricialovick86

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

  • 23.10.25 21:43 patricialovick86

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

  • 24.10.25 06:08 MATT PHILLIP

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

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

  • 24.10.25 18:18 patricialovick86

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

  • 24.10.25 18:18 patricialovick86

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

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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

  • 25.10.25 05:05 victoriabenny463

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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

  • 25.10.25 10:13 wendytaylor015

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

  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 11:15 harristhomas7376

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  • 27.10.25 17:08 raymondgonzales

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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.

  • 28.10.25 00:55 elizabethrush89

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  • 28.10.25 00:55 elizabethrush89

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  • 29.10.25 03:43 Christopherbelle

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  • 29.10.25 10:56 wendytaylor015

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  • 29.10.25 10:56 wendytaylor015

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  • 30.10.25 09:49 Christopherbelle

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  • 30.10.25 12:03 elizabethrush89

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  • 31.10.25 13:25 Lillian Lizzy

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  • 01.11.25 03:27 elizabethrush89

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  • 01.11.25 15:49 kattygates

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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

  • 02.11.25 10:56 Christopherbelle

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  • 02.11.25 15:23 michaeldavenport238

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  • 02.11.25 15:23 michaeldavenport238

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  • 04.11.25 04:59 Christopherbelle

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

  • 04.11.25 09:30 robertalfred175

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  • 04.11.25 09:30 robertalfred175

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  • 05.11.25 02:43 jordan_11

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  • 05.11.25 02:44 jordan_11

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  • 05.11.25 02:48 jordan_11

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  • 05.11.25 16:20 robertalfred175

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

  • 05.11.25 16:21 robertalfred175

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

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