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Как мы создали LLM-модель Cotype Nano

На связи группа фундаментальных исследований MTS AI. В этой статье мы расскажем про дроп трех маленьких моделей Cotype-Nano, Cotype-Nano-4bit и Cotype-Nano-CPU. Расскажем, как нам удалось достичь 1 места на RuGeneralArena в своей весовой категории.

ec6b151940a0d6ccbfbfed04575790b7.png

Почему мы решили создать маленькие LLM

Большие языковые модели на сегодняшний день используются во многих сферах человеческой жизни: от помощи в генерации кода до автодополнений предложений на телефоне. И в этом нам помогает не только всем известный ChatGPT, но также и открытые модели, для поднятия которых существует множество фреймворков. Каждый разработчик, дизайнер или любопытный пользователь может развернуть модель у себя на компьютере и пользоваться ей бесплатно и без регистрации. А еще лучше, когда модель можно поднять у себя на телефоне: тогда виртуальный ассистент будет всегда рядом.

Именно для таких кейсов и подходят наши модели. Благодаря своему размеру такие модели генерируют текст очень быстро и их можно развернуть почти на любой GPU и на любом устройстве, а главное — без большой потери качества по сравнению с более крупными собратьями.

bd6774bd2228423c8b931ef2f5d97f99.png

Не будем медлить, вот ссылки на модели:

Cotype‑Nano — это легковесная модель для выполнения задач с минимальными ресурсами. Она оптимизирована для быстрого и эффективного взаимодействия с пользователями, обеспечивая высокую производительность даже в условиях ограниченных ресурсов.

Cotype‑Nano-4bit — это квантизированная версия Cotype Nano, которая быстрее и в три раза меньше оригинальной модели.

Cotype‑Nano‑CPU — модель, оптимизированная под Intel CPU с помощью фреймворка openVINO.

Пример использования с Hugging Face:

from transformers import pipeline

pipe = pipeline("text-generation", model="MTSAIR/Cotype-Nano", device="cuda")

messages = [

  {"role": "system", "content": "Ты — ИИ-помощник. Тебе дано задание: необходимо сгенерировать подробный и развернутый ответ."},

  {"role": "user", "content": "Расскажи мне про ИИ"},

]

res = pipe(messages, max_length=1024)

print(res[0]['generated_text'][-1][‘content’])

Для инференса наших моделей мы рекомендуем использовать фреймворк vLLM (подробнее можно почитать здесь)

Установка:

pip install vllm -U

Docker (опционально):

docker pull vllm/vllm-openai:latest

Деплой модели c vLLM:

python3 -m vllm.entrypoints.openai.api_server --model MTSAIR/Cotype-Nano --port 8000

Пример запроса с vLLM:

import openai
import pandas as pd
from tqdm import tqdm

openai.api_key = 'xxx'
endpoint = 'http://localhost:8000/v1'
model = 'MTSAIR/Cotype-Nano'
openai.api_base = endpoint

response = openai.ChatCompletion.create(
    model=model,
    temperature=0.4, # 0.0 is also allowed
    frequency_penalty=0.0,
    max_tokens=2048,
    top_p=0.8, # 0.1 is also allowed
    messages=[
          {"role": "user", "content": "Как мне обучить модель meta-llama/Llama-3.2-1B с помощью библиотеки transformers?"}
        ]
    )

answer = response["choices"][0]["message"]["content"]
print(answer)

Как мы собирали датасеты

Данные — это самая важная часть в обучении языковой модели. Чтобы модель могла отвечать на различные вопросы из разных сфер, датасет должен быть достаточно разнообразным. Мы поставили амбициозную цель собрать датасет из миллиона качественных инструкций для обучения наших моделей.

На первом этапе мы определили домены будущего датасета для поддержания разнообразия. Сюда вошли математика, программирование, function-calling, RAG, суммаризация, классификация, а также инструктивные датасеты.

Все датасеты делились на две группы: инструкционные и диалоговые. Первая содержала в себе вопросы и ответы, а вторая соответственно диалоги, состоящие из последовательных вопросов и ответов.

Пример инструкционного датасета
Пример инструкционного датасета
Пример диалогового датасета
Пример диалогового датасета

Для математики мы взяли часть датасета microsoft/orca-math-word-problems-200k, перевели, а команда ИИ-тренеров провалидировала и исправила ошибки

Для того чтобы модель умела не только общаться с пользователем, но и помогать ему в программировании, мы взяли из открытых источников датасеты ru_stackoverflow. Из них выбрали ответы, помеченные как решенные, а далее подали их в нашу лучшую модель Cotype Pro 32k для исправления. Под исправлением имеется в виду исключение сленговых слов, личного мнения пользователя, написавшего ответ.

С остальными датасетами работа складывалась похожим образом: использовали для генерации данных Cotype Pro 32k, далее отдавали на разметку для чистки и использовали на этапе SFT. При этом прямо сейчас мы все еще улучшаем пайплайн чистки инструкционных датасетов.

Дополнительно команда ИИ-тренеров помогла нам в разработке датасета для алаймента (alignment). Alignment в контексте LLM означает выравнивание или согласование модели с желаемыми ценностями и принципами. Это процесс предполагает настройку модели таким образом, чтобы она генерировала ответы, которые соответствуют этическим нормам, правилам и ожиданиям пользователей.

Для моделей в релизе мы использовали не весь наш датасет, а его часть. Кроме того, мы дополнительно проверили наши датасеты на отсутствие тестовых данных из других бенчмарков

Как мы выбираем лучший эксперимент?

Здесь и здесь мы подробно рассказали про наши методы оценивания. Если коротко, для оценки этих моделей мы использовали autoSBS против gpt-3.5-turbo и gpt-4o на нашем внутреннем датасете, ru-general-arena и немного смотрели на long-context бенчмарки.

Этапы обучения

Для обучения моделей мы использовали SFT (Supervised Fine-tuning) - это метод обучения, в котором модель уже имеет знания о языке и о мире. Наша цель в таком случае — дообучить LLM на определенный домен. Например, на этом этапе можно научить модель вызывать функции (function-calling), даже если она никогда такое делать не умела.

В первом эксперименте мы обучили LLM на всем датасете, включая все домены. Далее мы предположили, что для маленькой модели лучше разделить обучение на две стадии.

На первой стадии наша команда обучила слой MLP (многослойный перцептрон, представляющий собой нейронную сеть с несколькими слоями нейронов, способную моделировать сложные зависимости в данных) с LoRa (Low-Rank Adaptation — методом, позволяющим эффективно адаптировать большие языковые модели путем добавления обучаемых матриц низкого ранга, что значительно снижает количество обучаемых параметров и требования к памяти) на датасетах, связанных с математикой и программированием. На второй стадии — взяла высококачественные инструктивные датасеты и обучила на них уже всю модель.

И это действительно сработало! AutoSBS улучшился, как и результат на ru-general-arena.

Пайплайн обучения
Пайплайн обучения

Алаймент

После двух стадий SFT мы приступили к алайменту модели. Было решено использовать метод Direct Preference Optimization (DPO) — он считается одним из самых популярных. В данном случае для обучения модели с DPO-тренером используются датасеты, состоящие из вопросов и пар «хороший ответ-плохой ответ». Датасет был сгенерирован и размечен с помощью большой языковой модели и отлично подошел для DPO более крупных собратьев, но в экспериментах с LLM размером в 1.5 миллиарда параметров заметных улучшений в производительности мы не увидели. В итоге, датасет для алаймента был включен во вторую стадию SFT и это сработало лучше всего.

Квантизация и оптимизация

Cotype-Nano — это маленькая и сильная модель для генерации текста. Но можно сделать ее еще меньше. Для этого мы использовали метод квантизации AWQ (Activation-aware Weight Quantization). Это post training метод, который учитывает, что не все веса большой языковой модели важны в процессе квантизации.

Чтобы снизить разницу в производительности между сжатой и оригинальной моделью, был использован калибровочный датасет, который является частью датасета, на котором обучалась модель.

Cotype-Nano была квантизирована в 4 бит. Это означает, что теперь модель эквивалентна LLM размером 400 миллионов параметров и занимает около 1.6ГБ видеопамяти. Модель также совместима с фреймворков vLLM.

После квантизации скор на ру-арене-авто составил 22.5 против 30.2 у оригинальной модели (цена за уменьшение размера модели более чем в 2 раза). Тем не менее, на данный момент даже квантизированная модель является лучшей в своей классе по результатам локальной оценки на ru_llm_arena.

06bd76472e1cc06f6cfc0988f45422af.png

Cotype-Nano-CPU

Для CPU-версии было решено использовать фреймворк OpenVINO. Для начала модель была квантизирована в 4-бит другим post-training методом-GPTQ. Затем модель была скомпилирована в формат OpenVINO. CPU-версия Cotype Nano лучше всего работает с процессорами Intel, код запуска приведен на странице модели на Hugging Face

Оценка наших моделей

Как мы уже упоминали, для оценки наших моделей мы используем различные бенчмарки. Первое, что мы делаем после обучения каждой модели-кандидата – прогоняем ее генерации через автоматический side-by-side с gpt-3.5-turbo и gpt-4 на нашем датасете вопросов, используя в качестве модели судьи другую большую языковую модель. Это быстрый и качественный способ оценить модель, который дает нам примерное понимание, помог ли добавленный датасет или измененный параметр улучшить навыки модели. Модель судья, сравнивая пару ответов и не зная, какой ответ принадлежит модели-кандидату, делает простой вывод: первый ответ лучше второго и второй ответ лучше первого.

autoSBS оценка для моделей
autoSBS оценка для моделей
Паутинка-сравнение по категориям
Паутинка-сравнение по категориям

Для сравнения наших кандидатов с моделями-конкурентами мы используем RuArenaGeneral. Методика очень похожа на наш autoSBS с парой отличий:

  1. в качестве модели оценщика используется GPT-4-1106-preview

  2. сравнение проводится на открытых сетах general (разбитые по 50 темам вопросы из онлайн lmsys арены) или hard (переведенный оригинальный датасет из английской Arena-Hard)

Для создания сводной таблицы результатов используется система рейтингов ELO. Наша Cotype-Nano 1B набрала почетные 30.2 (Замеры производились с помощью репозитория ru_llm_arena и модели судьи gpt-4-1106-preview, на публичном сабмите может быть другая оценка) баллов, показав удивительно хороший результат для своего незначительного веса, и обогнав другие бейзлайны из этой весовой категории.

2d60d474962e171003b587fe1a2a057e.png

Мы представили три модели Cotype-Nano размером 1.5B, которые могут применяться в различных задачах. Все модели достигают лучших результатов в своем весе на RuGeneralArena. Предлагаем вам не терять время и протестировать их прямо сейчас!

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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

  • 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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