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От промптов к дообучению: четыре уровня адаптации open-source моделей

Привет, Хабр! Меня зовут Анна Щеникова, я аналитик в Центре RnD в МТС Диджитал. Ко мне часто приходят задачи, где нужно использовать open-source LLM. Сразу же встает вопрос: а как адаптировать имеющуюся модель под конкретный кейс?

Мы выделяем четыре уровня адаптации. Для этого смотрим, какие потребуются навыки для решения этой задачи, сколько времени и человекочасов займет разработка. Поняв требуемый уровень, мы можем поставить себе дедлайны на проверку гипотезы и запланировать действия, если задача не решится выбранным способом. Ниже я расскажу, как мы разделяем разные уровни адаптации, что делаем на каждом из них и когда переходим на следующий.

Нулевой уровень адаптации: использование готовых технологий

Допустим, у нас есть задача: сгенерировать суммаризацию по тексту, код по описанию, сделать перевод и так далее. С чего мы начинаем? Как вариант, идем в ChatGPT, отправляем запрос и мгновенно получаем решение. Не факт, что хорошее, но это какой-никакой ответ на наш вопрос.

Тут мы с нуля используем готовые продукты. В технологиях GenAI у вас есть выбор между облачными продуктами, например, от OpenAI или open-source моделями (Mistral, LLama или Qwen), которые скачиваются и ставятся локально.

У каждого варианта есть свои плюсы и минусы:

Под использованием готовых технологий мы понимаем zero-shot инференс: отправку запроса без изменений и получение первого ответа

OpenAI и Anthropic все время соревнуются между собой в качестве и выдают очень хороший результат, а вот open-source пока еще от них отстает. Например, недавно вышел релиз GPT-4o-mini, и у OpenAI снова появилось дешевое и топовое решение. Более того, совсем недавно вышла еще одна версию старшей модели GPT-4о с ценами, сниженными почти в два раза. Конкуренты тоже не сидят на месте: в лидерборде появились Gemini-1.5-Pro-Exp-0801 — новая модель на уровне с GPT-4o, а Claude 3.5 Sonnet не сильно отстает от GPT-4o-mini.

Метрики gpt-4o-mini в сравнении с другими облачными моделями. Стоимость инференса составляет 15 центов за 1 млн входных и 60 центов за 1 млн выходных токенов, что дешевле даже gpt-3.5-turbo

Увы, чаще всего готовых решений не хватает и модели приходится дополнительно адаптировать.

Легкий уровень адаптации: промпт-инжиниринг

На этом уровне мы помогаем модели решать задачи с помощью промптов. Для этого перебираем разные варианты и ищем, какой из них даст самый качественный инференс.

Промпт-инжиниринг — это управление поведением модели с помощью специфического запроса. Например, с системным сообщением для спецификации поведения («ты топовый маркетолог») и с сообщением от пользователя для определения задачи («придумай маркетинговую стратегию для повышения продаж кредитных карт»).

Он включает много техник и приемов, которые можно посмотреть тут:

Руководство по промпт-инжинирингу: все про промпты, параметры генерации и области применения. Максимально просто и доступно.
Как найти общий язык с LLM | Наталья Бруй и Алена Шувар | True Tech Day 2.0 — наши коллеги из MTS AI рассказали про задачи и возможности промпт-инжиниринга и поделились опытом jailbreak LLM.

Примеры техник

Вот так корректируется «личность» модели:

А вот так меняются данные и добавляются требования:

В этом примере видно, что без системной настройки мы получаем слишком подробный ответ. Стоит нам добавить требование в базовый промпт, как модель даст максимально релевантный короткий ответ.

Еще одна классная техника — chain-of-thoughts (CoT). Она безумно помогает в работе. С ее помощью можно заставить модель генерировать сложные рассуждения с использованием промежуточных шагов или решить задачу поэтапно, а не всю целиком:

Источник

Например, мы хотим создать отчет по практике на тему «Использование генеративных ИИ-моделей в задаче суммаризации». Можем отправить запрос в LLM без изменений и получим:

Отчет по практике на тему «Использование генеративных ИИ-моделей в задаче суммаризации»

Введение

В рамках практики было исследовано применение генеративных искусственных интеллект-моделей (ГИИ) для задачи автоматической суммаризации текста. Задача суммаризации состоит в создании краткого и информативного обзора основных идей и фактов, содержащихся в исходном тексте. Генеративные модели представляют собой мощный инструмент для автоматического формирования текстовых выводов на основе входных данных.

Цель практики

Целью данной практики было изучение возможностей и эффективности генеративных ИИ-моделей в контексте задачи суммаризации текста. Основной акцент делался на сравнении различных подходов и моделей, их применимости и результативности.

Методы и инструменты

Выбор моделей: в работе были выбраны различные генеративные модели, такие как Transformer-based модели (например, GPT, BERT), Seq2Seq модели с механизмом внимания (Attention) и другие.
Предобработка данных: исходные тексты подвергались предварительной обработке для подготовки к использованию моделями. Это включало токенизацию, очистку от шума и приведение к стандартному формату.
Обучение и тестирование: модели обучались на размеченных данных, затем их результаты сравнивались с реальными суммаризациями для оценки качества.
Оценка качества: для оценки качества сгенерированных суммаризаций использовались метрики ROUGE (Recall-Oriented Understudy for Gisting Evaluation), BLEU (Bilingual Evaluation Understudy) и другие.

Результаты и выводы

Практика показала, что генеративные ИИ-модели демонстрируют высокий потенциал в задаче автоматической суммаризации текста. Однако эффективность моделей может сильно варьироваться в зависимости от выбора конкретной модели, размера и качества обучающей выборки, а также от параметров обучения.

Преимущества: генеративные модели способны улавливать семантическую информацию и создавать качественные и краткие суммаризации, сохраняя ключевые аспекты текста.
Ограничения: некоторые модели могут страдать от проблемы «затухающего градиента», требуя больших объемов данных для обучения, что может сделать их применение затратным и трудоемким процессом.

Заключение

Использование генеративных ИИ-моделей в задаче суммаризации текста представляет собой перспективный исследовательский и практический направление. В дальнейшем планируется расширение экспериментов на более широкий спектр текстовых данных и моделей для получения более точных и обобщенных результатов.

Так как мы не обучали модель специально, в ответе нет подробного описания каждой из частей и есть фактические ошибки. Разобьем инференс на четыре этапа:

Попросим сгенерировать введение с указанием цели, задач и уровня актуальности решения.
Отдельно предложим написать основную часть с указанием методологии. Для генерации классного саммари можно использовать не только относительно маленькие обученные модели типа T5, но и более продвинутые подходы. Например, подход Retrieval: разделим текст на блоки и последовательно подадим их один за другим. После первого блока попросим сгенерировать черновик саммари, а следующие блоки будем использовать для улучшения. Или можно интегрировать CoT: так вместо суммаризации всего текста сразу LLM будет суммаризировать по отдельности каждый из блоков, а потом объединит их в единое саммари.
Отдельно сформируем выводы и результаты. Попросим модель указать, что мы сравнили использование классических моделей для суммаризации с промпт подходами, использовали не только стандартные метрики, но и, например, SBS-оценку человеком. И выяснили что промпт-подход лучше, но не когда нам нужно саммари по определенной структуре.
Создаем заключение из сгенерированных ответов.

Техника CoT помогает решать задачи генерации объемных текстов (написание отчета) или подробного анализа больших данных (суммаризация книги). Классный пример: в этой статье CoT использовался для сбора данных и решения задач по математике.

Есть много других полезных техник. В Few-shot inference перед самим запросом ставится пример ожидаемого результата, что дает более точные ответы:

Few-shot отличается и от single-shot, и от zero-shot. В single-shot мы уточняем ожидаемый результат, а в zero-shot отправляем запрос напрямую.

Все эти техники можно использовать для простых диалогов с ChatGPT. Они позволяют быстро получить желаемый результат. Надо учитывать, что промптинг — это итеративная история, на которую может уйти много попыток. Если нужный ответ никак не получается, нужно идти дальше.

Средний уровень: агенты

Есть крутой и перспективный фреймворк Langchain, который позволяет использовать LLM-модели на полную мощь. Он поддерживает разные функции: промпты, индексы цепочки, агенты и работу с памятью. В этой статье я остановлюсь на агентах, потому что они связывают все остальные компоненты в единый пайплайн.

Агенты — это глубокая промптовая настройка, которая «имитирует» у модели мыслительный процесс и дополнительно улучшает собственные ответы с помощью разных инструментов. Другими словами, промптами мы заставляем модель рассуждать. Это уже сложнее, чем шаги в методе CoT.

Как же оформляется промпт, чтобы модель могла «думать, как человек»? Агент задает LLM мыслительный процесс, заставляя ее генерировать цепочки вида «мысль — действие — результат». Покажу на примере:

Пользователь задал вопрос модели: «Сколько будет 2+2?»
У нас есть текущее состояние: запрос 2+2.
Мысль. Запрос можно посчитать калькулятором.
Действие. Считаем на калькуляторе 2+2.
Результат. Мы получаем новое текущее состояние: 4.
Мысль. Этого достаточно, чтобы ответить пользователю.
Действие. Возвратить ответ
Финальный ответ: 4.

Агент повторяет цикл из «состояние — мысль — действие», пока не дойдет до финального ответа, а LLM реализует шаги с помощью промптов.

Давайте разберем работу агента на практике:

У нас есть LLM, которую мы хотим использовать в этой задаче. Пусть это будет ChatGPT. Мы отправляем ему вопрос и получаем ответ:

llm = ChatOpenAI(
      model_name= "gpt-4o",
      max_tokens= 1024,
      verbose=True,
      api_key=os.getenv("API_KEY"),
      base_url=os.getenv("API_BASE")
    )

Мы можем добавить модели функциональности с помощью дополнительных инструментов (tools): калькулятора, выхода в интернет, генерации картинок по тексту и так далее. Эти функции принимают на вход данные и возвращают результат. В нашем случае подключим serpapi для выхода в интернет и калькулятор в утилите llm-math:

extra_tools = ["serpapi", "llm-math"]
    tools = load_tools(extra_tools, llm=self.llm)

У нас есть промпты, которые позволяют имитировать мысленный процесс. Для этого мы просим, чтобы модель сначала генерировала цепочки рассуждений в виде «мысль — действие — результат», а потом возвращала json-разметку для совершения какого-то действия (action, вызов инструмента из tools):

SYSTEM_PROMPT = “You are helpful assistant”
AGENT_CHAIN_FORMAT_INSTRUCTIONS = """
TOOLS:
------

{tools}

Use a json blob to specify a tool by providing an action key (tool name) and an action_input key (tool input).

Valid "action" values: "Final Answer" or tool_names {tool_names}

Provide only ONE action per $JSON_BLOB, as shown:

```
{{
 "action": $TOOL_NAME,
 "action_input": $INPUT
}}
```

Follow this format:

Question: input question to answer
Thought: consider previous and subsequent steps
Action:
```
$JSON_BLOB
```
Observation: action result
... (repeat Thought/Action/Observation N times)
Thought: I know what to respond
Action:
```
{{
 "action": "Final Answer",
 "action_input": "Final response to human"
}}
```
Reminder to ALWAYS respond with a valid json blob of a single action. Use tools if necessary.

RETURN ONLY THIS JSON BLOB and nothing else!"""

HUMAN = '''{input}

{agent_scratchpad}

(remember return only json blob)'''

prompt = ChatPromptTemplate.from_messages(
      [
        ("system", SYSTEM_PROMPT + AGENT_CHAIN_FORMAT_INSTRUCTIONS),
        MessagesPlaceholder("chat_history", optional=True),
        ("human", HUMAN),
      ]
    )
    return prompt

Все это объединяется в одну структуру и становится агентом, который умеет парсить json-разметку и запускать необходимые действия (tools) в зависимости от запроса пользователя:

    memory = ChatMessageHistory(session_id="test-session")
       
    agent = create_structured_chat_agent(llm, tools, prompt=prompt)
   
    agent_executor = AgentExecutor(agent=agent, tools=tools, return_intermediate_steps=True)

    agent = RunnableWithMessageHistory(
      agent_executor,
      lambda session_id: memory,
      input_messages_key="input",
      history_messages_key="chat_history")

def _generate_answer(self, text, chat_id):
    res = self.agent.invoke({"input": text}, config={"configurable": {"session_id": chat_id}})
    return res["output"]

Полный код можно найти по ссылке на google colab.

Retrieval Augmented Generation (RAG)

RAG — это специфическая утилита для работы разными с источниками. Для ответов она использует релевантный вопросу контекст. Например, может выйти в интернет или в базу знаний с нашим запросом, найти подходящие ссылки и сформировать по ним точный ответ:

Структура работы RAG выглядит так:

Пользователь задает вопрос.
Вопрос перенаправляется в хранилище знаний, где с помощью алгоритма происходит поиск подходящей информации для ответа.
Формируется перечень полезной информации (релевантных знаний, например, нужных документов).
И вопрос, и релевантные знания отправляются в LLM.
На основе вопроса и релевантных знаний из базы данных LLM создает ответ.

При работе с RAG всегда возникают две сложности:

как сделать поиск? Есть более простые решения, такие как Elastic Search. Они дают хорошее качество поиска на легких запросах. Более сложные — Vector Search и Knowledge graph — лучше работают с семантическим поиском;
какую использовать LLM? Практика показывает, что быстро получить хорошее качество RAG можно только на GPT-моделях. Open-source (Mistral, LLama) придется дополнительно настраивать.

Время адаптации растягивается в зависимости от выбранных типов поиска и LLM. Чем сложнее их адаптировать, тем больше времени уходит на настройку пайплайна под бизнес-требования.

Полезные ссылки

Agents from LangСhain: быстрый старт работы с агентами.
AgentСhain: github-репозиторий, где мультимодальность реализуется через агент. По ссылке много видеопримеров.
Свой чат по документам на python с помощью LangChain и RAG: относительно простая видеоинструкция.
Создание приложения RAG с нуля с использованием Python, LangChain и API OpenAI: еще один туториал, но уже более сложный.
Документация Langchain: подробно рассказывается про функции LangChain.
Что такое RAG: обзорная статья на Хабре.

Максимальный уровень адаптации: дообучение моделей

К этому уровню мы подходим, когда попробовали все предыдущие, но так и не смогли выполнить свою задачу. Промпт-инжиниринга и интеграции агентов недостаточно, а open-source LLM плохо работают в агентах. Проявляются такие симптомы:

не хватает фактологической точности, то есть соответствия заранее определенным фактам. Например, искажается числовая информация (на вход было 15%, а модель сгенерировала 25%), перевираются факты (мы написали, что 2+2=4, а модель выдает, что 2+2=5) и т.д. Как бы мы ни настраивали наши промпты, результат будет нестабилен. Сегодня фактологическая точность 90%, завтра меняются условия инференса (окружение, карточки), и она падает до 50%. Да, даже если зафиксировать соответствующие гиперпараметры. Плавали, знаем.
Пример из жизни. С помощью различных техник Prompt-engineering (CoT, обьяснение терминов) на одном проекте по суммаризации я добилась фактологической точности около 90%. Но на следующий день у меня что-то случилось с докер-контейнером, и модель вместо адекватного саммари генерировала слово «живело» без остановки. Мы долго искали, в чем проблема, а потом еще три недели тюнили промпты, чтобы вернуть те заветные 90%. Через три недели ситуация повторилась, и результат снова пришлось развивать с нуля;
модель галлюцинирует. Отвечает русскими словами на латинице, переходит на английский язык, неправильно интерпретирует входную информацию и генерирует несвязный текст. Это можно пофиксить промптами, но часто их все равно не хватает;
отсутствуют специфичные навыки. Иногда нужно интегрировать модель в RAG, но она не может найти ответ по контексту. Мне приходилось обучать модель ответам на вопросы, иначе она плохо справлялась с двумя противоречащими друг другу документами. Например, у нас были разные даты публикации и модель не знала, что нужно использовать информацию из более позднего документа;
не может справиться с определенной задачей. Например, модель хорошо справляется с запросами на английском языке, а ее надо заставить говорить на русском. В этом случае промптами можно добиться небольшого успеха, но скорее всего вы не получите ожидаемый результат.

Полностью исправить эти проблемы не получится: фактологическая точность никогда не станет 100%, периодически будут проскакивать галлюцинации. Тут поможет только дообучение моделей. И это нормально. Если вам нужно идеальное решение, стандартные ML-алгоритмы подойдут лучше.

Что такое дообучение, или Fine-tuning

Например, у нас есть open-source LLama3 8B. Она уже умеет классно разговаривать в чате с пользователем, но не может решать специфичную задачу напрямую.

Эта модель прошла несколько этапов:

претрейн, где модели на обучение дали информацию из почти всего интернета, чтобы сформировать общее представление о мире;
Supervised Fine-tuning (SFT), где ее научили структуре чата с пользователем;
Reinforcement Learning from Human Feedback (RLHF), где ее натренировали отвечать качественно.

Мы берем модель и обучаем ее с помощью разных техник решать нужную задачу с помощью разных техник:

Есть бесконечное множество подходов, но вот самые популярные:

Full Fine-tuning: обучение модели целиком, то есть всех весов. Дает лучшее качество на конкретной задаче, но ведет к катастрофическому забыванию всего остального. А еще отнимает много ресурсов;
Low-Rank Adaptation (LoRA): обучение маленьких копий некоторых слоев модели. Тратится меньше ресурсов и можно подобрать гиперпараметры и получить результат на уровне Full Fine-tuning. Хотя в этой статье говорят, что Lora learns less and forget less.

Для дообучения нужны четыре составляющие:

данные;
тренировочный пайплайн (например, LoRA);
оценка качества;
сама модель.

Полезные ссылки для понимания дообучения моделей

Гайд, как использовать LoRa в python через Peft и transformers.
Статья на Хабре про разные методы обучения.
Статья на Medium про сложности и проблемы у LLM.

Как определить требуемый уровень адаптации

Чтобы лучше понять разницу между подходами, мы посчитали время на создание Proof-of-Concept (PoC). Для каждого уровня требуется свое количество ресурсов:

Самый сложный и длительный этап — последний. Проще не связываться с дообучением, а искать более быстрый и простой подход. Но не факт, что это решение будет лучшим. Если вы застряли на одном этапе дольше, чем требуется для проверки гипотезы, стоит признать: текущий метод не работает. Нужно усложнять решение или комбинировать техники с разных подходов — например, обучение и агентов. В любом случае не зацикливайтесь на одном уровне и не пытайтесь выжать из него невозможное.

Если вы сталкиваетесь с адаптацией моделей, то помните:

так или иначе придется адаптировать как облачные, так и опенсорс-модели;
часть возникающих проблем можно решить промпт-инжинирингом. Главное — не переусердствовать и вовремя остановиться;
с помощью агентов можно добавить новые функции, которых нет по умолчанию;
дообучение — сложный и дорогой процесс. Он необходим, если вы не можете справиться с задачей на предыдущих уровнях адаптации;
лучшее решение для специфичных задач — не зацикливаться на одном подходе, а комбинировать разные.

На этом у меня все, но я готова отвечать на ваши вопросы. Спасибо, что читали!

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22 авг. 2024 г.

09.10.25 08:23 pHqghUme

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17.10.25 20:22 richardcharles

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17.10.25 20:23 stevekalfman

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17.10.25 21:42 marcushenderson624

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17.10.25 21:42 marcushenderson624

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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

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21.10.25 11:45 harristhomas7376

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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.
22.10.25 07:36 donnacollier

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22.10.25 11:59 elizabethrush89

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22.10.25 11:59 elizabethrush89

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22.10.25 16:31 MATT PHILLIP

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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
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

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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

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 17:08 raymondgonzales

Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
27.10.25 17:20 fatimanorth

The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 03:43 Christopherbelle

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.10.25 09:49 Christopherbelle

I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
30.10.25 12:03 elizabethrush89

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