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Как я сделал RAG для своей компании

Появилась свободное время, и я решил сделать RAG (Retrieval Augmented Generation) для нашей компании. Компания небольшая, но документации технической и бизнес накопилось очень много, в основном на wiki.

Цель - подключить бота в slack, который быстро может выдать инфу по нужной теме.

Источник знаний:

Wiki
JIRA
Slack

Сегодня покроем только создание RAG из Wiki + создание бота. Писалось все за 2 дня, поэтому жутко не оптимально, но бот уже работает и выполняет свою функцию, дальше будет улучшать.

Для начал чуть-чуть теории. Из чего сделана любая RAG?

Парсинг данных из источника в текст (например в json)
Конвертер из текстовых данных (json) в векторную базу при помощи embed модели и векторной БД
Получение запрос пользователя (в моем случае в Slack)
Поиск векторов схожих с запросом пользователя в векторной БД
Отправка топ схожих векторов в generator model
Получение ответа от generator model
Отправка ответ пользователю (в моем случае в Slack)

Векторная база — это хранилище, где данные представлены в виде векторов, позволяющих быстро находить похожие объекты с помощью поиска ближайших соседей.

Пример схожести текстов в векторе:

1️⃣«Как работает векторная база данных?»
2️⃣ «Что такое векторный поиск в базах данных?»

Векторное представление (условное, для примера):

import numpy as np

vector1 = np.array([0.12, 0.85, 0.64, 0.33, 0.92])  # Вектор для первого текста
vector2 = np.array([0.14, 0.83, 0.67, 0.35, 0.91])  # Вектор для второго текста

# Вычисляем косинусное сходство (показывает, насколько тексты похожи)
cosine_similarity = np.dot(vector1, vector2) / (np.linalg.norm(vector1) * np.linalg.norm(vector2))

print(f"Косинусное сходство: {cosine_similarity:.3f}")  # Близко к 1 → тексты похожи

Вывод: Векторы близки, потому что тексты имеют схожий смысл. Векторная база позволяет быстро находить такие похожие тексты по запросу пользователя.

Начнем с парсинга данных

С wiki можно получить список страниц.

# URL to get the list of pages in the SQA space
wiki_url = "https://company.atlassian.net/wiki/rest/api/content"

# Request parameters to get pages from the SQA space
params = {
    'spaceKey': 'SQA',  # space Name
    'limit': 100,       # Limit the number of pages
    'expand': 'space',  # Expand the space information
    'type': 'page',     # Only pages
    'format': 'json'    # JSON response format
}

username = os.getenv('WIKI_USERNAME')
apikey = os.getenv('WIKI_APIKEY')

# Headers
headers = {
    'Accept': 'application/json'
}

# Perform the request with basic authorization to get the list of pages
response = requests.get(wiki_url, headers=headers, params=params, auth=(username, apikey))

А затем сами страницы.

# Check the response
if response.status_code == 200:
    print("Successful request to get the list of pages.")
    pages = response.json()['results']  # Extract pages from the response

    # Open the file for writing
    with open('./Data/wiki_pages.json', 'w', encoding='utf-8') as f:
        # Write the list of pages to the file
        json.dump(pages, f, ensure_ascii=False, indent=4)

    print(f"The list of pages has been written to 'wiki_pages.json'. Starting to load page content...")

    # Load the content of each page
    for page in pages:
        page_id = page['id']
        page_url = f"https://company.atlassian.net/wiki/rest/api/content/{page_id}"

        # Request parameters to get the page content
        content_params = {
            'expand': 'body.storage',  # Get the HTML content of the page
            'format': 'json'
        }

        # Perform the request to get the page content
        content_response = requests.get(page_url, headers=headers, params=content_params, auth=(username, apikey))

        # Check the response
        if content_response.status_code == 200:
            content = content_response.json()
            page_title = page['title']
            page_body = content['body']['storage']['value']

            # Clean the HTML content
            cleaned_title = clean_html(page_title)
            cleaned_body = clean_html(page_body)

            # Save the content to a separate file
            with open(f"./Data/wiki_page_{page_id}.json", 'w', encoding='utf-8') as page_file:
                json.dump({'title': cleaned_title, 'content': cleaned_body}, page_file, ensure_ascii=False, indent=4)

            print(f"Page content '{page_title}' saved to './Data/wiki_page_{page_id}.json'.")
        else:
            print(f"Error loading content for page {page_id}: {content_response.status_code}")

else:
    print(f"Error requesting the list of pages: {response.status_code}")
    print(response.text)

Функция очистки html страницы.

def clean_html(content: str) -> str:
    """
    Cleans HTML content by removing tags, scripts, styles, and unnecessary spaces.
    """
    # Parse HTML with BeautifulSoup
    soup = BeautifulSoup(content, 'html.parser')

    # Remove all script and style tags
    for script_or_style in soup(['script', 'style']):
        script_or_style.decompose()

    # Add spaces after block-level elements
    for tag in soup.find_all(['p', 'div', 'br', 'li', 'td', 'th', 'tr', 'h1', 'h2', 'h3', 'h4', 'h5', 'h6']):
        tag.insert_after(' ')  

    # Get clean text
    clean_text = soup.get_text()

    # Remove multiple spaces and line breaks
    clean_text = re.sub(r'\s+', ' ', clean_text)  # Replace multiple spaces with one
    clean_text = clean_text.strip()  # Remove extra spaces at the beginning and end

    return clean_text

Конвертер в векторную БД

Инициализируем ChromaDB (векторная БД) и embed модель. Создаем коллекцию в БД.

# Initialize the model for text vectorization
model = SentenceTransformer("all-MiniLM-L6-v2")

# Initialize ChromaDB
client = chromadb.PersistentClient(path="./chroma_db")

# Create collection
collection = client.get_or_create_collection(name="wiki_embeddings")

Embed-модель — это нейросеть, которая преобразует текст, изображение или другой тип данных в векторное представление (эмбеддинг). Эти векторы помогают находить похожие объекты с помощью поиска ближайших соседей.

По идее качество RAG системы будет зависеть в том числе и от выбранной RAG модели, но пока я этого не заметил. Использовал самую простую, но обязательно испытаю разные.

Функция обработки файлов json.

def process_files():
    """Processes JSON files, extracts data, and adds it to ChromaDB."""
    for filename in os.listdir(DATA_DIR):
        if filename.endswith(".json"):
            file_path = os.path.join(DATA_DIR, filename)
            with open(file_path, "r", encoding="utf-8") as file:
                data = json.load(file)
                
                if isinstance(data, list):
                    for idx, item in enumerate(data):
                        process_entry(item, f"{filename}_{idx}")
                else:
                    process_entry(data, filename)

Функция создание одной записи в БД.

def process_entry(data, doc_id):
    """Processes a single JSON entry."""
    title = data.get("title", "Untitled")
    content = data.get("content", "")
    
    if content.strip():  # Skip empty content
        full_text = f"{title}\n{content}"  # Combine title and content
        embedding = model.encode(full_text).tolist()
        
        collection.add(
            ids=[doc_id],
            embeddings=[embedding],
            documents=[full_text],
            metadatas=[{"title": title, "filename": doc_id}]
        )
        print(f"Document added: {doc_id}")
        print(f"TITLE >>>>>>", full_text.splitlines()[0])

Внимание: здесь я сознательно добавил title из wiki в content и создаю вектор на основе title + content. Иначе в RAG не хватало данных для ответа на вопросы по title.

Локальный генератор

Качаем модель huggingface, и пробуем использовать ее локально.

from huggingface_hub import hf_hub_download

hf_hub_download(repo_id="TheBloke/Mistral-7B-Instruct-v0.1-GGUF", 
                filename="mistral-7b-instruct-v0.1.Q4_K_M.gguf", 
                local_dir="models/")

Я выбрал скомпилированную модель на C++ из-за скорости. Не уверен, что эта модель поддерживает русский язык, у меня wiki на английском.

Делаем цикл вопрос-ответ в command line.

def main():
    model_path = "models/mistral-7b-instruct-v0.1.Q4_K_M.gguf"  # Path to the model
    chroma_client = chromadb.PersistentClient(path="./chroma_db")
    llm = load_llm(model_path)
    
    while True:
        query = input("Query: ")
        if query.lower() in ["exit", "quit"]:
            break
        
        context_docs = query_chroma(chroma_client, query)
        context = "\n".join(context_docs) if context_docs else "Info not found."
        response = generate_response(llm, query, context)
        print("Answer:", response.strip())

Запрос в ChromaDB. Просим вернуть топ 5 (top_k=5) совпадающих вектором. Функция ниже выдаст Similarity score (% совпадения вектора с запросом), по котором можно отлаживать ответы модели.

def query_chroma(chroma_client, query_text, top_k=5):
    collection = chroma_client.get_collection("wiki_embeddings")  # Collection name
    results = collection.query(query_texts=[query_text], n_results=top_k)

    if results["documents"]:
        for doc, score in zip(results["documents"][0], results["distances"][0]):
            print(f"Similarity Score: {score:.4f}, Document: {doc}")
            print(".")
        return results["documents"][0]
    return []

Генерация ответа. Это важный код, тут идет вызов модели Генератора.

Мы передаем модели prompt, скармливая топ полученных векторов, схожих с запросом, в виде Context. Здесь достаточно безопасно применять внешние модели, не боясь, что они получат все ваши данные, потому что получат они только топ-векторы по конкретному запросу.

Важный параметр temperature=0. Ноль, потому что я хочу, чтобы модель не фантазировала, а работала как справочник. Если поставить 1, то модель будет максимально креативной, что не есть хорошо для RAG.

def generate_response(llm, query, context):
    prompt = f"""
    Use the following context to answer the question:
    {context}\n\nQuestion: {query}\nAnswer:\n"""
    return llm(prompt, max_tokens=512, temperature=0)["choices"][0]["text"]

Загрузка LLM. Грузим с максимальный context window (n_ctx=8196), чтобы вошло 5 векторов.

def load_llm(model_path):
    return Llama(model_path=model_path, n_ctx=8196, n_threads=8, log_level="OFF")

Локальный генератор работает достаточно медленно на MacBook Pro M3. Качества ответов на 3 из 5. Можно подобрать и скачать более подходящую модель. Можно любую модель потюнить параметрами.

Удаленный генератор

Пробуем Gemini от Google. ChromaDB здесь инициализируем как persistent client, иначе могут быть тонкости с получением того, что в кэше, вместо реального вектора.

import google.generativeai as genai

# Load Gemini API Key from environment variables
GEMINI_API_KEY = os.getenv("GEMINI_API_KEY")

# Initialize Gemini client
genai.configure(api_key=GEMINI_API_KEY)

# Initialize ChromaDB
chroma_client = chromadb.PersistentClient(path="./chroma_db")

Генератор ответа. Я использовал gemini-2.0-flash. Она быстрая, точная и имеет большой лимит бесплатных токенов. Ответы на 5 из 5.

def generate_response(query, context):
    """Generate a response using Google's Gemini model."""
    prompt = f"""
    Use the following context to answer the question:
    {context}
    
    Question: {query}
    Answer:
    """
    
    model = genai.GenerativeModel("gemini-2.0-flash")
    response = model.generate_content(prompt)
    
    return response.text.strip()

Тот же самый генератор ответа с OpenAPI. Модель chatGPT-3.5-turbo. Работает медленнее, чем Gemini, и отвечает на 4 из 5. И бесплатных токенов мало. Но хотим купить токены для chatGPT-4.0. По качеству ответов отпишусь.

def generate_response(query, context):
    """Generate a response using OpenAI's GPT-4 model (OpenAI v1.0+ API)."""
    prompt = f"""
    Use the following context to answer the question:
    {context}
    
    Question: {query}
    Answer:
    """

    response = client.chat.completions.create(
        model="gpt-4o-mini",  # Change to "gpt-3.5-turbo" if needed
        messages=[
            {"role": "system", "content": "You are a helpful AI assistant."},
            {"role": "user", "content": prompt}
        ],
        temperature=0.7
    )
    
    return response.choices[0].message.content.strip()

Потом прикручиваем Slack. Или любой другой чат, который нужен, и где есть API.

Как оно работает?

Первичное тестирование показало отличные результаты на Gemini. Быстро и точно отвечает. Если информации нет, так и говорит, что информация не найдена.

Бота в Slack назвали R2D2 🙂. Когда я у него спросил: "Напиши список сотрудников", он написал всех и добавил себя в конце. Я не мог понять, откуда он себя взял?! Оказалось, на wiki был описан некий R2D2, тоже бот 🙂.
Wiki можно парсить overnight, для обновления векторной БД новыми знаниями.

Что еще нужно сделать?

Roadmap

Добавить знания из Slack
Добавить парсинг PDF
Попробовать дообучить модель на наших данных вместо подачи контекста модели-генератора (долго, дорого и не факт, что будет лучше)
Поробовать Grok-3 от Elon Musk
Попробовать embed+generator модель одного производителя (не факт, что будет лучше)

Что пока не будем делать?

Подключать фреймворк Langchain. Пока не понял всех его преимуществ.

Langchain — это фреймворк для разработки приложений с использованием языковых моделей, таких как GPT или другие, который предоставляет удобные инструменты для интеграции различных компонентов.

Если было интересно, дайте знать — напишу продолжение по следующим шагам.

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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