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LLM в кармане: запускаю локальные модели на Samsung S24 Ultra через PocketPal — бенчмарки, настройки и туториал

Обложка: LLM в кармане: запускаю локальные модели на Samsung S24 Ultra через PocketPal
Обложка: LLM в кармане: запускаю локальные модели на Samsung S24 Ultra через PocketPal

Последние материалы мы посвятили графическим пайплайнам: как собирать сцены и стили в WebUI Forge, где помогает Flux, и как добиваться управляемости через ControlNet. Логичный следующий шаг - добавить текстовый слой, который формирует смысл: брифы, описания, сценарии, заголовки и итоговые тексты под публикацию. Именно его мы переносим в карман - в формате локальной LLM на смартфоне.

В этой статье мы разберём PocketPal на Samsung S24 Ultra: как поставить модели в GGUF, какие кванты выбирать под 12 ГБ RAM, как оценить требуемую память (модель + KV-кэш), какие скорости генерации ждать и как настроить параметры, чтобы телефон оставался шустрее и не «уходил в троттлинг».

Почему смартфон? Две причины: приватность (данные не покидают устройство), офлайн-режим (работает в дороге и на выезде). Для креативных задач это означает: черновики текстов, сводки брифов, подписи к визуалу и техзадания для графического пайплайна - там, где нет Wi-Fi и интернета.

Что такое PocketPal?

PocketPal — мобильный клиент для локального запуска компактных языковых моделей в формате GGUF (семейство llama.cpp). По сути, это как LM Studio только не на вашем компьютере или ноутбуке, а на смартфоне.

Официальный GitHub приложения: https://github.com/a-ghorbani/pocketpal-ai

Испытывать будем на телефоне: Samsung S24 Ultra, 12 ГБ RAM

Будем смотреть и сравнивать: 3B/7B/12B (несколько квантов Q4/Q5/Q8).

Смотреть нагрев телефона при работе будем с помощью программы ЦПУ Х, а проверять работоспособность кода из нейронки на Acode + Live Server (Расширение).

Тутор (как найти, скачать и начать работать)

  1. Открываем Play Market и пишем в поиске PocketPal;

  2. Загружаем;

  3. Открываем PocketPal и видим чистый лист - чтобы начать работать - нужно загрузить модель либо из предложенных, либо с Hugging Face.

PocketPal в Play Market
PocketPal в Play Market

Предложенные модели все работают быстро, но, если хочется, кроме этого, чтобы было качественно - нужно поискать нужные модели на Hugging Face.

Поиск и загрузка нужных моделей для PocketPal с Hugging Face
Поиск и загрузка нужных моделей для PocketPal с Hugging Face

После загрузки моделей - у вас будет 2 «папки» - готовые к запуску модели или модели, которые нужно загрузить.

Чаты в PocketPal
Чаты в PocketPal

Удобно, что после загрузки моделей их можно группировать.

Не беспокойтесь, что можете загрузить модель, а она после запуска приведёт к «крашу» вашего телефона - такие модели помечены красным знаком «Memory Warning»:

0335b5924274cf1ed56f32873c7e5bf6.png

Однако, даже не смотря на этот знак, и судя по моим тестам и расчёту безопасной работы с этого сайта: https://huggingface.co/spaces/oobabooga/accurate-gguf-vram-calculator а вот ссылка на исследования как производилась эта формула расчёта: https://oobabooga.github.io/blog/posts/gguf-vram-formula/ - загружать модели весом более 6,5гб и более 8B – не рекомендуется. Да, они будут запускаться, но вызывать троллинг на телефоне.

Создатель PocketPal выложил на своей странице бенчмарки работы своего приложения на разных устройствах, Samsung S24 Ultra - среди них не было, поэтому я отправил свои тесты в его таблицу – вы можете сделать так же, проведя бенчмарк на своём устройстве, по своему желанию: https://huggingface.co/spaces/a-ghorbani/ai-phone-leaderboard

Бенчмарки работы разных моделей в PocketPal на Samsung S24 Ultra
Бенчмарки работы разных моделей в PocketPal на Samsung S24 Ultra

Во время тестов ваш телефон должен быть открыт на экране проведения теста.

Некоторые модели несмотря на большее количество параметров показали настолько черепашью скорость, к примеру модель - Gemma-3-12B-IT-Abliterated-v2, что было принято решение не использовать их в дальнейшем тестировании.

На настоящий момент я вывел несколько моделей наиболее подходящих под:

  1. Копирайтинг и писательство: Qwen-2.5-7B-Instruct и Llama-3.2-3B-Instruct Q6_K;

  2. Кодинг: Qwen-2.5-Coder-7B-Instruct-Q4_K_M;

  3. Для всего (поговорить, покодить, копирайтинг) – Gemma-3n-E2B-IT-Q8_0;

  4. Математика: Phi-3.5 mini 4k Instruct (Q4_K_M).

Примечание: для кодинга на телефоне, в некоторых чатах на Reddit и обсуждениях на GitHub советуют использовать либо Mistral-NeMo-12B-Instruct — Q4_K_M, либо DeepSeek-R1-Distill-Llama-8B, но и тот и тот вариант генерируют код до такой степени медленно – около 1 слова в 5 минут, что от них было принято решение отказаться).

Так же мной были сравнены Saiga-Llama-3-8B (русский тюн на копирайтинг по сравнению с Llama-3.2-3B-Instruct Q6_K, но я не вывел больших отличий не смотря на разницу в 5B параметров).

Кодинг с Qwen-2.5-Coder-7B-Instruct-Q4_K_M

Предложим нейросети написать нам простенький сайт-лендинг для рекламы наручных часов Tissot. А после выдачи результата скопируем код в Acode и проверим работоспособность в Live Server:

Qwen-2.5-Coder-7B-Instruct-Q4_K_M + Acode + Live Server
Qwen-2.5-Coder-7B-Instruct-Q4_K_M + Acode + Live Server
Acode + Live Server
Acode + Live Server

Сравним температуру аккумулятора:

ЦПУ Х: сравнение температуры - до и после использования модели
ЦПУ Х: сравнение температуры - до и после использования модели

В целом, в пределах допустимых значений.

Всё работает. Как мобильный инструмент, с уровнем интеллекта на 3 или 8B PocketPal себя оправдывает.

Кроме создания новых чатов, выбора и загрузки моделей и бенчмарков вы так же можете настроить и выбрать себе друзей во вкладке Pals – на выбор Ассистент (настройки: имени и модели), Ролевая игра (настройки: имени, модели, мира, локации, роли в мире, роли пользователя в этом мире, ситуации и стилю (серьёзный, расслабленный и т.д.) и можно задать свой системный промт (не советую менять)) и Анализ видео в реальном времени - эту функцию мне хотелось больше всего затестить, но именно та модель которую приложение мне предложило использовать почему-то не работала))

Настройка Pals в PocketPal
Настройка Pals в PocketPal
Анализ видео в реальном времени, настройка Pals в PocketPal
Анализ видео в реальном времени, настройка Pals в PocketPal

Если вы тоже тестировали это приложение и у вас эта функция работала можете рассказать в комментариях почему?)

Так же есть стандартные настройки, настройки моделей и настройки чата и отправить отзыв разработчику.

BOS (Begin-Of-Sequence / Sentence) - специальный токен начала последовательности. Нужен многим моделям (семейства Llama/Qwen/Gemma и др.) для корректного старта обработки/генерации. Обычно добавляется токенизатором или шаблоном чата; изменять вручную не стоит.

EOS (End-Of-Sequence / Sentence) - специальный токен конца последовательности. Служит естественным «стоп-сигналом»: модель прекращает выдачу, когда сгенерировала EOS. Тоже изменять не стоит)

Add generation prompt - опция, которая вставляет в конец отформатированного промпта «префикс ответа ассистента», чтобы модель поняла: дальше должен говорить ассистент. Это apply_chat_template(..., add_generation_prompt=True). Без этого префикса многие чат-модели отвечают хуже или продолжают роль пользователя.

Chat Template - Jinja-шаблон (часть токенизатора/метаданных модели), который задаёт точный формат чата: где стоят role-теги, BOS/EOS, спец-токены, разделители и т. п. Конкретный шаблон различается между семействами (например, Llama-3, Qwen-2.5, ChatML-подобные и т. д.) и хранится в tokenizer_config.json/метаданных модели. Использование «родного» шаблона критично для качества.

Настройки и Отправить отзыв в PocketPal
Настройки и Отправить отзыв в PocketPal

N PREDICT - лимит генерируемых токенов за ответ. Больше = длиннее текст и выше расход памяти/времени.

Include thinking in context - добавлять ли «мысленные» части (например, …) в историю чата. Нужно включать только для reasoning-моделей.

Temperature - «риск» выбора. Ниже = детерминированнее; выше = креативнее.

Top-K - оставлять K самых вероятных токенов. Top-P (nucleus) - минимальный пул токенов, чья суммарная вероятность ≥ p. Удобнее, чем жёсткий Top-K.

Min-P - отфильтровать слишком маловероятные токены. Полезно против бреда (не нужно задирать слишком высоко).

XTC Threshold / XTC Probability - экспериментальный «отрезатель» низких вероятностей: оставить без изменений.

Typical-P - это альтернатива Top-P. При 1.0 - выключено. Если ставить (0.3–0.8), Top-P лучше убрать.

Penalty last_n - сколько последних токенов учитывать и держать в памяти для анти-повторов.

Penalty freq / Penalty present - штрафы как у OpenAI:
- freq уменьшает частые токены (меньше слов-паразитов),
- present наказывает за повтор появления токена (стимулирует вводить новые).

Mirostat (v1/v2) - саморегулируемая «креативность». Хорош для длинной прозы или рассказа. v2 — стабильнее.

Seed — зерно рандома как и в WebUI Forge. -1 — случайно.

Jinja — использование родного chat-template модели. Оставить включённым по умолчанию.

ed80404893d2ff11e53c5ec793583a64.png

Текущие значения = универсальны, лучше оставить всё без изменений: Temp 0.70, TopK 40, TopP ~0.98–1.0, MinP 0.05, TypicalP 1.0 (off), XTC off, last_n 64, freq/present 0, Mirostat off.

Немного об обозначениях моделей и квантизации

Квантизация

Разумеется, чем меньше квант, тем быстрее работает модель, но тем и меньше она знает, поэтому по возможности используйте Q8_0 или Q6_K или на крайний случай Q4_K_M – меньшие кванты работают в плане знаний гораздо хуже.

IT и Abliterated

Что такое «IT»? Суффикс IT означает Instruction-Tuned («инструкционно дообученная»). Это вариант, специально дообученный следовать инструкциям в диалоге (а не «сырой» pre-trained pt).

Что значит «Abliterated»? Abliteration - техника «разблокировки» LLM без полномасштабного дообучения: вычисляют «направление отказа» в скрытых состояниях и ортогонализуют (вычитают) его из ряда модулей (например, o_proj) с весовыми коэффициентами. Цель - резко повысить acceptance rate запросов, сохранив связность ответов.

Отказы в моделях - это намеренный ответ модели не выполнять запрос. Он появляется, когда срабатывают встроенные «ограждения» (guardrails) или когда модель «честно» признаёт нехватку знаний/прав доступа. В версиях Abliterated работают «безопастные» отказы они срабатывает на темы вреда, нелегала, персональных данных, чувствительного контента и пр. Это часть этики модели. Иначе говоря, если запустить версию Gemma-3-12B-IT-Abliterated-v2 на компьютере с LM Studio мы получим модель, которая совершенно спокойно будет относится на различные «вредные» промты. Для чего это нужно? Ну например, для написания сюжета компьютерной игры в виде визуальной новеллы и проработки сценария – в данном случае мне не нужна безопастная модель - наоборот (так как моя игра в жанре фэнтези) чем больше модель на придумывает - тем из большего количества идей и вариантов можно писать сценарий на «чистовик».

Так же существуют эпистемические (uncertainty-refusal) и платформенные/операционные отказы - выражаются соответственно в отклонении задачи из-за недостатка контекста/компетенции: «не могу гарантировать точность», «нет доступа к Интернету» или во втором случае из-за ограничения окружения: «не могу выполнить код/скачать файл/открыть ссылку».

Параметры модели и количество токенов

Параметры модели и количество токенов – это разные вещи. К примеру: 12B - это число параметров модели (≈12 миллиардов весов), а контекстное окно - отдельная характеристика. Например, у Mistral-NeMo-12B заявлено окно до 128k токенов; у семейства Gemma-3 тоже до 128k. На смартфоне реальный предел ниже из-за памяти под KV-кэш.

KV-кэш - это буфер, куда модель при генерации сохраняет матрицы K (keys) и V (values) для каждого уже обработанного токена на каждом слое трансформера. Благодаря этому при добавлении нового токена не пересчитывается всё с нуля: модель «смотрит» на сохранённые K/V и считает внимание только к ним.

В общем и целом, кроме загружаемого веса модели, скажем в 6гб нужно смотреть на длину контекста (в токенах) и к этому нужно не забыть приплюсовать RAM на системные «нужды», предположим около 2гб. Итого при 6гб модели мы имеет 4гб на длину контекста для нашего разговора - имеется ввиду весь диалог, который будет помнить модель, то есть весь чат – из исходных 12гб на Samsung S24 Ultra.

Теперь что такое токены

Токен — это единица разбиения текста в токенизаторе (подслова, слова, пунктуация и даже пробелы). Токенизатор — это алгоритм, который превращает строку в последовательность ID из словаря модели (в 30–200 тыс. единиц). На практике используют подсловные схемы:

  • BPE / byte-level BPE — склеивает частые пары символов в подслова; устойчив к редким словам и эмодзи;

  • WordPiece / Unigram (SentencePiece) — подбирает набор подслов, оптимальный для языка.

Для русского языка токен из 1 слова часто раскладывается на 2-4 подслова.

Последовательность токенов определяется исходя из вероятностной модели.

Итог

PocketPal вполне реально использовать в качестве инструмента для копирайтинга и для написания кода в поездке на поезде или на отдыхе в лесу или на пляже, но не более. Как только представиться возможность лучше сразу перейти на ноутбук или стационарный ПК с соответствующими инструментами.

Больше полезного про AI, 3D и 2D-графику: https://t.me/photoudzen

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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

  • 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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