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Н Новости

Добавляем зрение, слух и голос в свой ChatGPT бот в Telegram

Поддержка преобразования речи в текст была в OpenAI API уже давно, а вот из текста в речь, а также распознавание изображений было добавлено совсем недавно. В связи с чем продолжаю свою серию туториалов по разработке собственного ChatGPT бота в Telegram.

Предыдущие статьи

Свой ChatGPT бот в Telegram в 2023
Первая статья в серии, в ней начинаем с нуля и собираем всю необходимую инфраструктуру, на выходе имеем чат-бот, который может отвечать на текстовые сообщения.

Добавляем DALL-E 3 в свой ChatGPT бот в Telegram
Вторая статья серии, на основе готового текстового бота добавляем возможность генерации изображений по текстовому описанию.

Добавляем зрение

Для того чтобы наш бот мог распознавать изображения, нам надо отредактировать несколько методов в облачной функции.

import base64

Для начала добавляем библиотеку base64 в самое начало кода функции, она нам понадобится позже.

@bot.message_handler(func=lambda message: True, content_types=["text", "photo"])
def echo_message(message):
    typing_process = multiprocessing.Process(target=typing, args=(message.chat.id,))
    typing_process.start()

    try:
        text = message.text
        image_content = None

        photo = message.photo
        if photo is not None:
            photo = photo[0]
            file_info = bot.get_file(photo.file_id)
            image_content = bot.download_file(file_info.file_path)
            text = message.caption
            if text is None or len(text) == 0:
                text = "Что на картинке?"

        ai_response = process_text_message(text, message.chat.id, image_content)
    except Exception as e:
        bot.reply_to(message, f"Произошла ошибка, попробуйте позже! {e}")
        return

    typing_process.terminate()
    bot.reply_to(message, ai_response)

Во-первых, добавляем поддержку "photo" в качестве входящего сообщения:
@bot.message_handler(func=lambda message: True, content_types=["text", "photo"])

Во-вторых, скачиваем изображение, если оно было получено, и передаем функции process_text_message.

def process_text_message(text, chat_id, image_content=None) -> str:
    model = "gpt-3.5-turbo"
    max_tokens = None

    # read current chat history
    s3client = get_s3_client()
    history = []
    try:
        history_object_response = s3client.get_object(
            Bucket=YANDEX_BUCKET, Key=f"{chat_id}.json"
        )
        history = json.loads(history_object_response["Body"].read())
    except:
        pass

    history_text_only = history.copy()
    history_text_only.append({"role": "user", "content": text})

    if image_content is not None:
        model = "gpt-4-vision-preview"
        max_tokens = 4000
        base64_image_content = base64.b64encode(image_content).decode("utf-8")
        base64_image_content = f"data:image/jpeg;base64,{base64_image_content}"
        history.append(
            {
                "role": "user",
                "content": [
                    {"type": "text", "text": text},
                    {"type": "image_url", "image_url": {"url": base64_image_content}},
                ],
            }
        )
    else:
        history.append({"role": "user", "content": text})

    try:
        chat_completion = client.chat.completions.create(
            model=model, messages=history, max_tokens=max_tokens
        )
    except Exception as e:
        if type(e).__name__ == "InvalidRequestError":
            clear_history_for_chat(chat_id)
            return process_text_message(text, chat_id)
        else:
            raise e

    ai_response = chat_completion.choices[0].message.content
    history_text_only.append({"role": "assistant", "content": ai_response})

    # save current chat history
    s3client.put_object(
        Bucket=YANDEX_BUCKET,
        Key=f"{chat_id}.json",
        Body=json.dumps(history_text_only),
    )

    return ai_response

В метод process_text_message добавляем аргумент image_content и, если он ненулевой, переключаемся между моделями gpt-3.5-turbo (эту будем использовать для текстовых вопросов) и gpt-4-vision-preview (для обработки присланного изображения, а также обозначаем количество токенов, которые можно использовать для ответа max_tokens. Если этого не делать, то по умолчанию окно контекста слишком маленькое, и все токены уходят на обработку изображения.

base64_image_content = base64.b64encode(image_content).decode("utf-8")
base64_image_content = f"data:image/jpeg;base64,{base64_image_content}"

Здесь мы преобразуем содержимое файла изображения в base64-encoded формат, чтобы в таком виде послать его в API.

Сохраняем изменения и ждем, пока функция соберется.

Проверим, как работает зрение нашего бота! Для этого пошлем фото и в подписи зададим интересующий нас вопрос:

Чтобы самому не считать :)

Можно посылать фото и без подписи, тогда вопрос "что на фото?" добавится автоматически при запросе к API.

Добавляем слух и речь

Снова редактируем облачную функцию.

from telebot.types import InputFile

На этот раз импортируем специальный класс библиотеки telebot. Он нужен нам для того, чтобы пересылать аудио-файл в OpenAI API для распознавания текста.

@bot.message_handler(
    func=lambda msg: msg.voice.mime_type == "audio/ogg", content_types=["voice"]
)
def voice(message):
    file_info = bot.get_file(message.voice.file_id)
    downloaded_file = bot.download_file(file_info.file_path)

    try:
        response = client.audio.transcriptions.create(
            file=("file.ogg", downloaded_file, "audio/ogg"),
            model="whisper-1",
        )
        ai_response = process_text_message(response.text, message.chat.id)
        ai_voice_response = client.audio.speech.create(
            input=ai_response,
            voice="nova",
            model="tts-1-hd",
            response_format="opus",
        )
        with open("/tmp/ai_voice_response.ogg", "wb") as f:
            f.write(ai_voice_response.content)
    except Exception as e:
        bot.reply_to(message, f"Произошла ошибка, попробуйте позже! {e}")
        return

    with open("/tmp/ai_voice_response.ogg", "rb") as f:
        bot.send_voice(
            message.chat.id,
            voice=InputFile(f),
            reply_to_message_id=message.message_id,
        )

Теперь добавляем метод, который будет обрабатывать входящие голосовые.

Сначала мы обращаемся к API для того, чтобы преобразовать речь в текст из нашего сообщения, затем посылаем этот текст в качестве обычного запроса к языковой модели, полученный ответ преобразовываем обратно в речь, и, наконец, посылаем в чат-бот в виде аудио.

Таким образом, на текстовые сообщения бот будет отвечать текстом, а на голосовые - голосовыми.

Для удобства привожу весь исходный код функции в одном месте, чтобы не переключаться между туториалами:

import logging
import telebot
import os
import openai
import json
import boto3
import time
import multiprocessing
import base64
from telebot.types import InputFile

TG_BOT_TOKEN = os.environ.get("TG_BOT_TOKEN")
TG_BOT_CHATS = os.environ.get("TG_BOT_CHATS").split(",")
PROXY_API_KEY = os.environ.get("PROXY_API_KEY")
YANDEX_KEY_ID = os.environ.get("YANDEX_KEY_ID")
YANDEX_KEY_SECRET = os.environ.get("YANDEX_KEY_SECRET")
YANDEX_BUCKET = os.environ.get("YANDEX_BUCKET")


logger = telebot.logger
telebot.logger.setLevel(logging.INFO)

bot = telebot.TeleBot(TG_BOT_TOKEN, threaded=False)

client = openai.Client(
    api_key=os.getenv("PROXY_API_KEY"),
    base_url="https://api.proxyapi.ru/openai/v1",
)


def get_s3_client():
    session = boto3.session.Session(
        aws_access_key_id=YANDEX_KEY_ID, aws_secret_access_key=YANDEX_KEY_SECRET
    )
    return session.client(
        service_name="s3", endpoint_url="https://storage.yandexcloud.net"
    )


def typing(chat_id):
    while True:
        bot.send_chat_action(chat_id, "typing")
        time.sleep(5)


@bot.message_handler(commands=["help", "start"])
def send_welcome(message):
    bot.reply_to(
        message,
        ("Привет! Я ChatGPT бот. Спроси меня что-нибудь!"),
    )


@bot.message_handler(commands=["new"])
def clear_history(message):
    clear_history_for_chat(message.chat.id)
    bot.reply_to(message, "История чата очищена!")


@bot.message_handler(commands=["image"])
def image(message):
    prompt = message.text.split("/image")[1].strip()
    if len(prompt) == 0:
        bot.reply_to(message, "Введите запрос после команды /image")
        return

    try:
        response = client.images.generate(
            prompt=prompt, n=1, size="1024x1024", model="dall-e-3"
        )
    except:
        bot.reply_to(message, "Произошла ошибка, попробуйте позже!")
        return

    bot.send_photo(
        message.chat.id,
        response.data[0].url,
        reply_to_message_id=message.message_id,
    )


@bot.message_handler(func=lambda message: True, content_types=["text", "photo"])
def echo_message(message):
    typing_process = multiprocessing.Process(target=typing, args=(message.chat.id,))
    typing_process.start()

    try:
        text = message.text
        image_content = None

        photo = message.photo
        if photo is not None:
            photo = photo[0]
            file_info = bot.get_file(photo.file_id)
            image_content = bot.download_file(file_info.file_path)
            text = message.caption
            if text is None or len(text) == 0:
                text = "Что на картинке?"

        ai_response = process_text_message(text, message.chat.id, image_content)
    except Exception as e:
        bot.reply_to(message, f"Произошла ошибка, попробуйте позже! {e}")
        return

    typing_process.terminate()
    bot.reply_to(message, ai_response)


@bot.message_handler(
    func=lambda msg: msg.voice.mime_type == "audio/ogg", content_types=["voice"]
)
def voice(message):
    file_info = bot.get_file(message.voice.file_id)
    downloaded_file = bot.download_file(file_info.file_path)

    try:
        response = client.audio.transcriptions.create(
            file=("file.ogg", downloaded_file, "audio/ogg"),
            model="whisper-1",
        )
        ai_response = process_text_message(response.text, message.chat.id)
        ai_voice_response = client.audio.speech.create(
            input=ai_response,
            voice="nova",
            model="tts-1-hd",
            response_format="opus",
        )
        with open("/tmp/ai_voice_response.ogg", "wb") as f:
            f.write(ai_voice_response.content)
    except Exception as e:
        bot.reply_to(message, f"Произошла ошибка, попробуйте позже! {e}")
        return

    with open("/tmp/ai_voice_response.ogg", "rb") as f:
        bot.send_voice(
            message.chat.id,
            voice=InputFile(f),
            reply_to_message_id=message.message_id,
        )


def process_text_message(text, chat_id, image_content=None) -> str:
    model = "gpt-3.5-turbo"
    max_tokens = None

    # read current chat history
    s3client = get_s3_client()
    history = []
    try:
        history_object_response = s3client.get_object(
            Bucket=YANDEX_BUCKET, Key=f"{chat_id}.json"
        )
        history = json.loads(history_object_response["Body"].read())
    except:
        pass

    history_text_only = history.copy()
    history_text_only.append({"role": "user", "content": text})

    if image_content is not None:
        model = "gpt-4-vision-preview"
        max_tokens = 4000
        base64_image_content = base64.b64encode(image_content).decode("utf-8")
        base64_image_content = f"data:image/jpeg;base64,{base64_image_content}"
        history.append(
            {
                "role": "user",
                "content": [
                    {"type": "text", "text": text},
                    {"type": "image_url", "image_url": {"url": base64_image_content}},
                ],
            }
        )
    else:
        history.append({"role": "user", "content": text})

    try:
        chat_completion = client.chat.completions.create(
            model=model, messages=history, max_tokens=max_tokens
        )
    except Exception as e:
        if type(e).__name__ == "InvalidRequestError":
            clear_history_for_chat(chat_id)
            return process_text_message(text, chat_id)
        else:
            raise e

    ai_response = chat_completion.choices[0].message.content
    history_text_only.append({"role": "assistant", "content": ai_response})

    # save current chat history
    s3client.put_object(
        Bucket=YANDEX_BUCKET,
        Key=f"{chat_id}.json",
        Body=json.dumps(history_text_only),
    )

    return ai_response


def clear_history_for_chat(chat_id):
    try:
        s3client = get_s3_client()
        s3client.put_object(
            Bucket=YANDEX_BUCKET,
            Key=f"{chat_id}.json",
            Body=json.dumps([]),
        )
    except:
        pass


def handler(event, context):
    message = json.loads(event["body"])
    update = telebot.types.Update.de_json(message)

    if update.message.from_user.username.lower() in TG_BOT_CHATS:
        bot.process_new_updates([update])

    return {
        "statusCode": 200,
        "body": "ok",
    }

Итак, наш ChatGPT бот в Telegram умеет отвечать на вопросы, генерировать и распознавать изображения и даже обмениваться голосовыми! Ждем новых релизов от OpenAI, чтобы сделать наш бот еще умнее!

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11 дек. 2023 г.

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09.10.25 11:05 marcushenderson624

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