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Обработка данных для RAG-систем

Всем привет, меня зовут Андрей Шахов, я Python-разработчик и Lead Backend Developer в wpp.digital[ссылка удалена мод.]. ML-направлением, а точнее LLM в компании я начал заниматься только в конце 2023 года. Сейчас на задачи подобного рода у меня уходит примерно 40% рабочего времени.

Решил начать прокачку с простой внутренней задачи — сократить время на поиск информации в корпоративной вики с помощью LLM. Бизнес-результат прозрачный — каждый сотрудник должен находить ответ на свой запрос за пару секунд, без долгого путешествия по всем страницам базы знаний.

Судя по контенту на habr, который я успел просмотреть к этому времени, один из самых популярных способов использования LLM – построение RAG-систем. Далее об этом.

Retrieval Augmented Generation (RAG) – это система, которая передает данные в LLM не в сыром виде от пользователя, а обогащает их контекстом. Система позволяет расширить знание модели, без сложного и долгого обучения. В некоторых случаях даже может хватить работы с удаленным API того же OpenAI, соответственно, ваш бекенд будет маленьким и быстрым. Альтернатива — дообучать модель своими данными, но ответы все еще будут неточными из-за размеров модели, и ресурсов на такое обучение нужно очень много.

Сейчас я расскажу, как готовить данные для RAG-систем. Здесь не будет инструкции, как собрать очередную RAG на каком-нибудь GPT — подобных статей на habr много, без труда найдете подходящую именно для вас. Тут про предварительный шаг – обработку данных, а именно мой опыт обработки отдельно взятой закрытой корпоративной вики.

Флоу процесса обработки

Вот так я выстроил первичный процесс обработки данных после выгрузки:

  1. Считал файл страницы;

  2. Очистил контент от шума;

  3. Разделил очищенный контент на части;

  4. Превратил части в векторы с помощью embeddings;

  5. Загрузил векторы в БД qdrant, снабдив мета-информацией.

Что такое embedding

Это функция, которая преобразует текст в вектор из чисел. Благодаря координатам можно выявлять схожесть одного текста с другим – чем дальше расстояние, тем менее один текст похож с другим с точки зрения смысла. И соответственно наоборот.

Особенность векторизации

Важная особенность RAG-систем – способ, которым мы превращаем текст в вектор, то есть в определенный порядок координат в многомерном пространстве. Нужно помнить, что для запросов пользователя нужно применить тот же самый embedding, что и к контексту. Это нужно, чтобы векторы были корректными относительно друг друга с точки зрения кодирования смысла, иначе система просто не будет работать. Иногда такие очевидные вещи ускользают из внимания, особенно при смене embedding'ов для обработки запросов пользователя.

Что такое qdrant

Это векторная база данных, которая позволяет хранить векторы, вместе с meta-информацией. Каждая запись обязательно должна быть одной и той же "размерности" вектора, чтобы по ней можно было делать корректный поиск. Каждой записи можно добавить любую другую, добавочную информацию – например, соответствующий вектору текст, источник этого "кусочка", страницу где он расположен и проч.

Дальнейшие шаги сильно зависят от качества контента, поэтому из всех шагов я расскажу, как я строил работу на 2-м шаге.

Мне было дано множество страниц в Яндекс. Вики. Все оформлены в разных форматах, с разным контентом и разными редакторами в основе. Страницы были как разводящие, то есть хранящие в себе только ссылки на другие страницы, так и с нужными нам данными. Всего у меня получилось выгрузить порядка 130 страниц в формате Markdown.

Почему markdown?

Markdown отдает наиболее "чистый" текст с точки зрения нужной информации. html-формат, который тоже отдается вики, имеет больше шума. Его обработка даже с помощью beautifulsoup занимает много больше времени, чем чистка markdown. Ранее также у меня был опыт парсинга pdf (как одно-, так и двухколоночного формата), все свелось к извлечению именно текста, с полным игнорированием других элементов.

С другими форматами дела обстоят примерно также – везде много шума, везде от него нужно избавиться. Поэтому выбирать формат, в первую очередь, стоит с точки зрения простоты/быстроты приведения его к чистому тексту.

Например, код одной из страниц (другие содержат корпоративную информацию и не могут быть разглашены, а эта отражает наглядно суть) на html:

<ol>  
<li>  
<p data-line="0"><strong>Ctrl + C</strong> - Копировать</p>  
</li>  
<li>  
<p data-line="2"><strong>Ctrl + X</strong> - Вырезать</p>  
</li>  
<li>  
<p data-line="4"><strong>Ctrl + V</strong> - Вставить</p>  
</li>  
<li>  
<p data-line="6"><strong>Ctrl + Z</strong> - Отменить</p>  
</li>  
<li>  
<p data-line="8"><strong>Ctrl + Y</strong> - Повторить</p>  
</li>  
<li>  
<p data-line="10"><strong>Ctrl + A</strong> - Выделить все</p>  
</li>  
<li>  
<p data-line="12"><strong>Ctrl + S</strong> - Сохранить</p>  
</li>  
<li>  
<p data-line="14"><strong>Ctrl + N</strong> - Создать новый документ/окно</p>  
</li>  
<li>  
<p data-line="16"><strong>Ctrl + O</strong> - Открыть файл</p>  
</li>  
<li>  
<p data-line="18"><strong>Ctrl + P</strong> - Печать</p>  
</li>  
</ol>

И теперь та же страница в Markdown:

1. **Ctrl + C** - Копировать  
2. **Ctrl + X** - Вырезать  
3. **Ctrl + V** - Вставить  
4. **Ctrl + Z** - Отменить  
5. **Ctrl + Y** - Повторить  
6. **Ctrl + A** - Выделить все  
7. **Ctrl + S** - Сохранить  
8. **Ctrl + N** - Создать новый документ/окно  
9. **Ctrl + O** - Открыть файл  
10. **Ctrl + P** - Печать

Пустые страницы

В вики нашлось несколько нужных страниц, но абсолютно пустых. Такие страницы cчитаются "корневыми" — через них строятся семантические связи между страницами, удалять их нельзя, иначе сломается структура. Были страницы, которые становились пустыми в процессе очистки. Такие страницы сразу удалялись при выгрузке, чтобы не тормозить дальнейший ход работы.

Итак, сначала мною был выбран путь "найди нужные страницы". Каждый файл грузился с помощью marko библиотеки, и для каждого элемента рекурсивно проходили следующие этапы:

  1. Очистить контент от markdown-вставок изображений с помощью регулярки {%(.*)%};

  2. Очистить контент от ссылок в markdown формате регуляркой \[(.*)]\((.*)\);

  3. Если элемент содержит менее 4 символов после этого – пропустить его;

  4. Если элемент содержит больше 4 символов — это, с большой вероятностью, какой-то разумный текст, оставить.

О минусах

Такой подход не оказался идеальным, были минусы.

Во-первых, все равно регулярно попадались бесполезные куски текста (например, обрывающиеся на середине предложения), которые только увеличивали процент шума, а значит уменьшали вероятность точного ответа со стороны LLM. Во-вторых, некоторые текстовые куски были маленькими, иногда буквально по несколько слов. Они были малоинформативными, а для векторизации как раз мне нужны были максимально информативные части текста, содержащие законченные мысли и предложения.

Последнюю проблему пытался решить уже на этапе подготовки запроса — в метаинформацию каждого вектора добавлял название файла. При получении релевантных по мнению qdrant частей текста из них извлекались эти названия, и уже полные файлы попадали в запрос к LLM. Данный метод должен был помочь модели увидеть весь контекст страницы для более точного ответа.

Чуда не случилось — фокус внимания модели наоборот размазывался. Если она вместе с вопросом получала несколько страниц контекста, ответ чаще всего был неверным, грубо говоря вообще про другое. Регулярно получал ответы вида "bot bot bot..", что является повтором начального токена в промпте, а не корректным ответом. Листинг такого решения следующий: 

import re  
from pathlib import Path  

from llama_index.schema import Document  
from marko import Markdown  
from marko.block import BlankLine, BlockElement  
from marko.element import Element  
from tqdm import tqdm  

from utils import get_index  


def get_docs() -> list[Document]:  
	md = Markdown()  
	pages = []  
	for file in Path('pages/').iterdir():  
    	content = file.read_text()  
    	document = md.parse(content)  
    	for block in document.children:  
        	for text in get_text(block):  
            	doc = Document(text=text, metadata={'file_path': file.name})  
            	doc.excluded_embed_metadata_keys = ['file_path']  
            	pages.append(doc)  
	return pages  

  
def get_text(element: BlockElement | Element) -> list[str]:  
	if type(element) is BlankLine:  
        return []  

	if type(element.children) is str:  
    	text = str(element.children)  
     	match_insert = re.match(r'{%(.*)%}', text)  
    	match_image = re.match(r'!\[(.*)](.*)', text)  
    	if match_insert or match_image or len(text) < 4:  
            return []  
    	return [text]  
	texts = []  

	for el in element.children:  
    	texts.extend(get_text(el))  
	return texts  


def main():  
	docs = get_docs()  
	index = get_index()  
	for doc in tqdm(docs):  
    	index.insert(doc)  


if __name__ == "__main__":  
	main()

Флоу процесса обработки №2

На следующем этапе я пересмотрел весь процесс обработки контента и сделал следующие изменения:

  1. Очистка контента регулярками стала происходить при загрузке — так файлов стало меньше еще на несколько штук;

  2. Добавлена новая регулярка замены: [\n]+ заменялось на один перенос \n;

  3. Отказался от marko в пользу деления контента через переносы.

В результате этого в запрос к LLM стали попадать только осмысленные части текста, которые вернула БД в ответ на запрос.

Такие изменения помогли решить проблемы с вопросами, которые могут встречаться на разных страницах.

В целом такая система уже имеет право на жизнь. Ответы стали более осмысленные, где раньше был шум или просто "кривой" ответ — модель стала отвечать связанно и ближе к правде. С ней можно работать.

Итоговый листинг получился следующим:

import re  
from pathlib import Path  
 
from llama_index.core.schema import Document  
from tqdm import tqdm  
 
from config import settings  
from utils import get_index  
 

def get_docs() -> list[Document]:  
	pages = []  
	for file in Path(settings.pages_path).iterdir():  
    	content = file.read_text()  
    	content = re.sub(r'{%(.*)%}', "", content)  
    	content = re.sub(r'\[(.*)]\((.*)\)', "", content)  
    	content = re.sub('[\n]+', '\n', content)  
    	pages.extend(get_doc_by_text(content, file))  
	return pages  


def get_doc_by_text(content: str, file: Path) -> list[Document]:  
	pages = []  
	for block in content.split('\n'):  
        doc = Document(text=block, metadata={'file_path': file.name})  
    	doc.excluded_embed_metadata_keys = ['file_path']  
    	if not is_doc_valid(doc):  
        	continue
        pages.append(doc)  
	return pages  


def is_doc_valid(doc: Document) -> bool:  
	if type(doc.text) is not str:  
        return False  
	return len(doc.text.strip()) > 4  


def main():  
	docs = get_docs()  
	index = get_index()  
	for doc in tqdm(docs):  
        index.insert(doc)  
 
 
if __name__ == "__main__":  
	main()

К итогам

Из очевидных истин:

  1. Чем меньше размер запроса к LLM, тем меньше частота неточных/неверных ответов;

  2. Качество ответов зависит также от промпта, поэтому дальше нужно тюнить уже их.

Теперь к моим личным выводам:

  • чем проще формат данных, тем меньше потребуется ресурсов для очищения контента от шума;

  • подобрать для всех документов единый 100% рабочий рецепт очистики невозможно, но стремиться к нему нужно, чтобы не очищать данные до второго пришествия;

  • декомпозиция процесса позволяет находить слабые стороны процесса очистки и оптимизировать/заменять их.

Welcome в комментарии, буду рад конструктивной критике.

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  • 09.10.25 08:42 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:42 pHqghUme

    e

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 09.10.25 11:05 marcushenderson624

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

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 01:12 harristhomas7376

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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

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

  • 13.10.25 01:11 elizabethrush89

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

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

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