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Как быстро выбирать языковые модели (LLM) под свои задачи

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Предыстория

Последние полгода я активно занимаюсь разработкой сервисов на базе больших языковых моделей, они же «LLM». Для каждого проекта мне приходится подбирать модель по определенным критериям: языковая поддержка, требования к памяти, типу (instruction-based или completion), скорости генерации и т.п. Первое время я использовал платформу HuggingFace, где ежедневно публикуются около сотни новых моделей. Но кто им пользовался, знает, насколько там неудобный и слабый поиск: даже точные совпадения по названию он иногда не выдаёт. Плюс к этому, приходится тратить достаточно времени, чтобы найти и сравнить модели по нескольким критериям.

На платформе, конечно, можно обнаружить пару рейтингов, которые немного упрощают задачу выбора. Там даже можно сориентироваться по бенчмаркам: HuggingFace Leaderboard (общие) и BigCode LeaderBoard (для генерациии и обработки исходного кода). Но упрощают поиск они не сильно, потому что даже при наличие готовых таблиц с очевидными лидерами, сами списки моделей небольшие. Например, HF Leaderboard ограничивается только 1300 моделями, BigCode отображает всего около 30, в то время как «за бортом» рейтинга остаются десятки других новых и интересных квантизованных или «затюненных» моделей, более подходящих для моих задач. Их только нужно как-то найти.

Иногда мелькали ссылки на github репозитории с рейтингами моделей. Но они обновляются редко и содержат, пожалуй, даже ещё более короткий список моделей. Так что тоже не то.

В результате я решил, что нужно взять актуальную базу моделей с HuggingFace, где их порядка 40.000, и прикрутить к этой базе удобный интерфейс для поиска, фильтрации и сравнения моделей. Так появился проект LLM Explorer.

Каждый день бот сканирует репозитории и добавляет новые языковые модели, удаляет неактуальные, обновляет информацию о числе лайков и загрузок по существующим. Кроме этого, дополняет данные о моделях значениями бенчмарков из нескольких рейтингов, что позволяет их сравнивать по различным срезам. На декабрь в базе LLM Explorer больше 14.000 актуальных языковых моделей. Могло быть и больше, но я не добавляю в базу модели с нулевыми загрузками и те, что сильно устарели.

Теперь выбор нужной языковой модели у меня занимает пару минут.

Возможности LLM Explorer

Если бы меня попросили обозначить наиболее значимые возможности LLM Explorer, я бы назвал следующие:

  • Готовые тематические списки языковых моделей: те, которые работают на 8GB или 16GB оперативки, сгруппированные по параметрам (7b, 34b), instruction-based модели, доступные для коммерческого использования, «без цензуры» и пр.

  • Рейтинг по основным группам моделей сразу на стартовой (блоки «TOP 10...»), включая те, что сейчас в тренде.

  • Наличие таблицы сравнения для списка похожих моделей внутри когорты.

  • Возможность быстрого анализа «внутренностей» моделей, их параметров обучения и файн-тюнинга.

  • Функция быстрого и контекстного поиска по ключевым словам и тегам.

  • Многоуровневая фильтрация с помощью выпадающих меню внутри таблицы: можно задать требуемые языки, лицензии, типы квантизации, теги и другие характеристики.

  • Сохранение настроек поиска и ранее используемых фильтров.

  • Анализ списка моделей, полученных на основе базовой модели (см. поле «Базовая модель» в карточке модели).

Стартовая страница

В большинстве случаев мне достаточно зайти на стартовую и сразу «провалиться» в нужную модель, которая обычно оказывается лучшей в своей группе. Для этого есть рейтинги. Но если хочется более детального сравнения, то лучше начать с полного списка или конкретной группы (например, «LLM for Commercial Use» или «Models Fit in 8GB RAM», если хочется найти вариант подешевле).

929c96593bda6cbe79115678cf0a244e.png

Ниже я покажу, как находить подходящие модели для решения ваших задач на паре примеров.

Пример использования №1: Поиск более интересной альтернативы для популярной модели Mistral 7B

В качестве базы я возьму популярную модель Mistral 7B, про которую активно рассказывают в блогах и ML-пабликах. Модель хорошая, рабочая, но вдруг есть более качественная альтернатива с той же архитектурой? Открываем страницу https://llm.extractum.io/list/ — здесь размещен полный каталог моделей. После этого введем в строку быстрого поиска «mistral-7b»:

ceae36ad5f4f9484a7c486210d531c38.png

Первая строка — лидер рейтинга, который может похвастаться оценкой 63.64 на Leaderboard. Обратите внимание, это не оригинальная модель Mistral 7B от MistralAI, а её «затюненная» версия. Оригинальная Mistral имеет более низкий балл 54.96. Так почему бы не попробовать альтернативную?

Рассмотрим другой пример, когда вы находитесь внутри карточки оригинальной модели Mistral 7B:

7d089a52301850103f9c5dce1e3ddee1.png

Справа вы найдете список альтернативных моделей, каждая из которых имеет ту же архитектуру и похожие параметры, но другую оценку. Зеленый цвет означает, что модель превосходит выбранную вами по своим параметрам.

Перейдем к первому варианту в списке:

8c2d8e1e75629d15dce48eb6b2e3dc0e.png

Это лучшее решение в категории. Таким образом, вы можете находить для себя более подходящие варианты по важным для вас параметрам.

Пример использования №2: Поиск модели, совместимой с архитектурой Llama, которой будет достаточно 16 ГБ оперативки на MacOS, с большим контекстным окном и высоким рейтингом на Hugging Face.

Снова погружаемся в процесс поиска. На этот раз наша цель — лучшая модель для коммерческого использования, которая эффективно работает на 16 ГБ ОЗУ MacOS и совместима с библиотекой llama.cpp (подробнее можно прочитать в статье о настройке вывода). Так что же будет считаться «лучшей» моделью в этом контексте? — Та, которая имеет самый высокий рейтинг на HF Leaderboard, минимальное требуемое VRAM для вывода (менее 16 ГБ) и максимальную длину контекста.

Начнем поиск отсюда: https://llm.extractum.io/list/?16GB.

d589c7565720657304122af63dab49bc.png

Для начала скроем все лишние столбцы:

ce6415cd1af9d0181a560f75fd0d9ea4.png

Затем отфильтруем модели на основе их типа архитектуры. Оставим только те, которые совместимы с Llama:

77441d573273977c65d912cc2cfee701.png

Перед нами список оставшихся 3900 моделей из первоначальных 8900. Теперь отсортируем все модели, у которых длина контента составляет менее 32 000 токенов:

d5d21f034e4f098aa9e9aff1be335c8c.png

Осталось 135 решений. Что ж, сузим выбор до моделей с коммерческими лицензиями, включая лицензии MIT, Apache-2.0 и лицензии Creative Commons (и исключая любые с некоммерческими вариациями):

89674672e9e9d636539c86500a836474.png

Теперь можно выдохнуть — в списке только 17 моделей. Учитывая, что только две модели из списка имеют оценки на HuggingFace Leaderboard, начать лучше с них. Например, с этой:

198018a93d8f21383e87a4e96334d5bf.png

Чтобы открыть карточку модели, нужно кликнуть по её названию. Внутри содержится полная информация по ее параметрам, включая размер контекста:

78b62930fcea000a1d4f12fd1d86ed07.png

Все они отлично справляются с задачей анализа данных для поиска нужных результатов, хотя и имеют более короткий контекст. Таким образом, если контекст в 32000 токенов — не критический параметр, можно рекомендовать первую модель из списка альтернатив.

Кстати, этот процесс поиска можно запустить и с другой страницы — https://llm.extractum.io/list/?for_commercial. Она содержит все модели, разрешенные для коммерческого использования — это значит, что сразу можно сосредоточиться на поиске по другим параметрам:

0d2ae7bbaf7b445bb7dc534782f991cd.png

Таким образом, можно использовать многоуровневую фильтрацию моделей, начиная с:

  • Требуемого объема видеопамяти, типа лицензии, типов моделей (Codegen, основанные на инструкциях), типа квантизации (GGUF, AWQ, GPTQ) и т.д.

  • Выбора конкретных ключевых слов, упомянутых в названии, описании, тегах и т.д. через быстрый поиск.

  • Фильтрации или выбора конкретных элементов через выпадающее меню в таблице или использования предустановок в выпадающем списке.

Альтернативные критерии выбора оптимальной модели

Рейтинг HuggingFace Leaderboard — не единственный помощник для поиска подходящей модели. При выборе вы можете учитывать популярность/трендовость модели, которая формируется на базе динамики загрузок и «лайков» за последние 3 дня.

Выпадающее меню с пресетами позволяет быстро переключаться между списками, сформированными на основе различных критериев:

c05dafa872d5f7b33569512cce863ba7.png

Интерфейс карточки модели

Помимо описанных случаев использования, можно выделить ряд возможностей LLM Explorer, которые помогают сделать навигацию среди тысячей моделей более приятной и эффективной. В частности, повысить удобство работы с карточкой модели. Данные возможности проиллюстрированы на скриншоте ниже:

cbbab387648607595fb86be06ac11f02.png

Планы по развитию

Есть несколько новых возможностей, которые скоро появятся в сервисе:

  • Отдельные бенчмарки моделей ARC, HellaSwag, MMLU, HumanEval, и другие популярные, а также отдельные бенчмарки по поддержке языков программирования для Code-Generation моделей.

  • Стоимость использования моделей на типовых конфигурациях.

  • Быстрый фильтр по поддерживаемым языкам.

  • Быстрый фильтр по отраслям и тематике модели (математичекая, финансовая, медицинская и пр).

  • Ну и самая частая просьба от посетителей - это темная тема.

Заключение

Если у вас появились вопросы по функциональности или предложения по развитию сервиса, напишите в комментариях. Буду рад любой обратной связи.

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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

  • 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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