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Пробуем использовать локальные LLM для написания кода

Интро

Когда возникают мысли про бесплатное использование агентов для написания кода, появляются два варианта: поискать бесплатные сервисы и использовать локальные модели. В прошлой статье мы рассмотрели возможности бесплатного использования облачных моделей. В этой же статье мы посмотрим, можно ли использовать локальные модели для написания кода с помощью тех же агентов.

93807ad871e30f76694243271f0dbd72.jpg

Ограничения у облачных моделей

У всех облачных моделей есть ряд ограничений. Рассмотрим основные из них.

Лимиты (часовые, суточные и недельные). Когда квоты заканчиваются, вы не можете пользоваться моделью до начала нового периода с новыми квотами. Решения тут могут быть только такими: использовать другого провайдера или перейти на более дорогой тарифный план с большими квотами.

Приватность. Всё, с чем работает ваш агент (код, промпты, файлы), передаётся на удалённые серверы провайдера LLM, который предоставляет вам модель. Моделям нужны ваши данные для анализа и подготовки ответов — по‑другому практически никак.
Но есть альтернатива: развернуть модель локально и не передавать данные никуда.

SLA и сетевая задержка. Как и любые другие сервисы, облачные модели требуют времени на передачу данных по сети и не всегда могут быть доступны.

Локальные модели: компромисс качества и ресурсовЛокальные модели и ресурсы

Сразу становится понятно, что за приватность придётся платить качеством модели. На серверах работают огромные модели, которым нужно много ресурсов. Критически важные из них — это оперативная память (RAM) и видеопамять (VRAM). Локально у нас нет столько ресурсов, и приходится балансировать между нашими ресурсами и качеством модели. И как следствие — использовать модели с меньшим числом параметров.

Для быстрой работы нужно, чтобы вся модель помещалась в VRAM — это идеальный вариант. Если она полностью поместится в RAM — это рабочий вариант, но уже не такой хороший по скорости.

Наша основная цель — проверить, может ли локальная модель отвечать за время, сравнимое с облачной, и при этом с приемлемым качеством.

Память Apple Silicon

Тестировать мы будем на MacBook Pro с процессором M4 Pro и 48 ГБ памяти. Машина достаточно мощная и должна себя хорошо показать. Мы ожидаем, что скорость её работы будет ненамного хуже, чем у облачных моделей, но качество — ниже. На других конфигурациях могут быть другие результаты.

Стоит ещё немного рассказать про память в устройствах Apple. Архитектура Apple Silicon: процессоры серии M используют так называемую unified memory (унифицированная память) — это общая память и для графического, и для центрального процессора. Значит, у нас нет раздельной оперативной памяти и видеопамяти. У нас один пул памяти, который доступен как центральному, так и графическому процессору. С одной стороны, это для нас очень хорошо, так как 48 ГБ памяти (за исключением затрат на приложения) доступны нам для модели, и это очень хорошие цифры. Но с другой стороны, все работающие приложения потребляют ту же память, что и модель, и могут мешать друг другу.

Поиск локальной модели

Как найти и выбрать локальную модель?

Теперь, когда мы разобрались с возможностями Mac, перейдём к выбору подходящей модели. Для поиска моделей существуют специальные агрегаторы с фильтрами, например Hugging Face, где представлено множество моделей, доступных для локального использования. Там есть фильтры, которые помогают в поиске.

Что важно знать при поиске модели:

  • Специализация. Модели могут быть узконаправленными (например, Qwen3-Coder, для написания кода — в названии часто встречается coder) или более общими (например, Qwen3.5, которая может работать как с текстом, так и с картинками).

  • Ресурсы и совместимость. Если зарегистрироваться и добавить свою конфигурацию ресурсов, можно отслеживать, какая модель совместима с вашим железом, а какая потребует слишком много ресурсов. Такая же возможность проверки есть в поиске модели в LM Studio. Тут стоит помнить, что кроме ресурсов для модели вам еще нужна память для контекста, с которым модель будет работать.

  • Форматы: GGUF и MLX

    • GGUF — универсальный формат, работает на любых системах, обычно имеет больше настроек запуска модели

    • MLX — специальная версия для Mac с процессорами M-серии, оптимизированная для максимальной скорости.

  • Думающие модели (thinking mode). Это модели, которые перед тем как дать ответ, как бы «думают» — вы видите их рассуждения и финальный результат. Обычно они медленнее, но дают лучший результат. Qwen3.5 пример такой модели. Также стоит уточнить, что такие модели полезны для сложных рассуждений, но не для быстрого кодинга.

  • Использование сторонних инструментов (Function Calling) — поддержка вызова инструментов (Function Calling) важна для агентов, так как позволяет модели взаимодействовать с внешними программами.

Разбор аббревиатур в названии модели

После того как вы познакомились с критериями выбора, полезно разобраться, что означают буквы и цифры в названии модели. Чтобы лучше понимать модели, разберём обозначения в названии модели на примере Qwen3-Coder-30B-A3B-Instruct-MLX-4bit

  • Qwen3 — семейство моделей от Alibaba Cloud.

  • Coder — указание на то, что модель ориентирована на работу с кодом.

  • 30B — размер модели в миллиардах параметров (30 миллиардов). Обычно больше параметров даёт лучшее качество, но модель работает медленнее и требует больше памяти.

  • A3B — обозначение архитектуры MoE (Mixture of Experts). Может отсутствовать в названии. Позволяет выжать максимум скорости: активируются только 3 миллиарда параметров из 30, благодаря чему скорость близка к 3B-модели, а качество — к 30B.

  • Instruct — модель, которая даёт ответ без предварительного «размышления» (без режима Thinking). Обычно отвечает быстрее и точнее реагирует на ваши команды.

  • MLX — версия для архитектуры Apple Silicon.

  • 4bit — квантизация (количество бит на один слой). Чем больше бит, тем точнее модель, но медленнее; чем меньше — тем быстрее, но менее качественные ответы может давать.

Далее посмотрим на еще одну характеристику моделей, которую редко встретишь на агрегаторах.

Оценки скорости работы моделей

Вопрос довольно сложный, так как нужно искать баланс между качеством и скоростью работы. Ограничение сверху — модель должна помещаться в вашу память, и лучше с запасом. Есть ресурсы, например VRAM-калькулятор или Performance Explorer, которые помогают оценить скорость генерации токенов на вашей конфигурации для разных моделей. Стоит на него посмотреть, чтобы оценить производительность вашего железа. Вряд ли вас устроит модель, которая часами будет генерировать ответ. Однако слепо доверять таким прогнозам не стоит — это лишь ориентир для первичного сравнения.

Оценка M4 Pro для модели типа Qwen3-30B-A3B-4bit ~ 150 t/c
78966350281c90950e2af42354875f4f.png

Если у вас Mac с процессорами M-серии, то есть интересный проект oMLX, который пытается максимально оптимизировать скорость работы LLM, сам проект я не пробовал использовать. Но у него есть интересная страница, с реальными замерами разных моделей с разными конфигурациями железа и с разными размерами контекстов. Данные со страницы выглядят достоверными и согласуются с моими наблюдениями.

Запуск LLM локально

Теперь, когда мы разобрались с оценкой скорости, перейдём к практическому запуску моделей. На сегодняшний день есть много способов запустить LLM локально. Рассмотрим несколько самых популярных из них:

  • Ollama — консольный интерфейс, который позволяет скачивать и запускать LLM (на мой взгляд, больше подходит для развёртывания на своих серверах из-за отсутствия удобного интерфейса).

  • LM Studio — имеет удобный графический интерфейс, работать в котором приятнее. Имеет встроенный чат и совместимый API со многими агентами.

Можно взять любую из них или любое другое решение — подход будет одинаковым. Мы же остановимся на LM Studio. Скачать её можно с официального сайта и установить. После запуска стоит сразу включить локальный сервер, чтобы агенты могли подключаться к модели по API. Сервер будет обрабатывать наши запросы и передавать их локальной модели.

Загрузка и настройка модели в LM Studio

После того как мы выбрали LM Studio в качестве инструмента, перейдём к загрузке и настройке конкретной модели. Возьмём для примера модель Qwen3-Coder-30B-A3B-Instruct-MLX-4bit, которую ранее нашли на Hugging Face. Открываем LM Studio, вводим в поиск название модели и скачиваем её.

Скачиваем модель через LM Studio
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После того, как скачали, нам нужно её загрузить.

Подсказки в интерфейсе
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Для корректной работы с расширениями нужно ещё в настройках сервера включить CORS. CORS необходим для того, чтобы внешние агенты (например, Claude Code) могли подключаться к серверу LM Studio.

Настройка CORS

В результате мы получаем модель, готовую к использованию с локальным сервером, который будет принимать запросы от наших агентов.

Работающий сервер с загруженой моделью
c5714a81a8a7b19e975dd2982d85d6ad.png

В LM Studio уже есть встроенный чат, через который мы можем общаться с LLM. Это довольно удобно, если нам не нужно менять существующий код (например, для генерации разового скрипта или других одноразовых задач). Кроме того, там есть встроенный замер скорости генерации ответа — очень полезная вещь, чтобы сравнить реальные результаты моделей между собой и с прогнозируемыми оценками.

82 ток/сек реальный результат вместо 150
c9020aad998349da65cdc647589b7c4d.png

Теперь, когда модель загружена и настроена, перейдём к подключению агентов.

Подключаем агентов

Тестировать мы будем на нескольких агентах: Claude Code, Kilo Code, Open Code, Aider. У нас будет несколько агентов, некоторые из них работают через CLI, другие — как плагины для VS Code. Не буду рассказывать, как установить каждый из них, про это есть много статей, только кратко расскажем как их подключить к локальной модели.

  • Kilo Code (v5.12.0) — в эксперименте был как плагин для VS Code, также плагин для IntelliJ IDEA и есть CLI. Kilo Code — форк Roo Code, который, в свою очередь, является форком Cline. Поэтому эти агенты так похожи между собой.

  • Open Code — CLI-агент с большим количеством звезд на GitHub.

  • Claude Code — наверное самый популярный CLI агент на сегодня от Anthropic.

  • Aider — небольшой CLI агент, который себя позиционирует как помощник по кодингу

Claude Code

Нам нужно научить Claude Code работать с нашей локальной LLM. Первое, что стоит знать: у Claude Code свой API, немного другой, чем у всех остальных. В прошлый раз мы использовали Claude Code Router. Но в этот раз нам это не нужно — LM Studio поддерживает этот формат API из коробки.

Нам нужно лишь проставить переменные окружения и указать, какую модель использовать. Больше конфигурации и детальных настроек можно посмотреть в статье, но нам будет достаточно этих параметров.

export ANTHROPIC_BASE_URL=http://localhost:1234 - смотрим на локальный сервер
export ANTHROPIC_AUTH_TOKEN=lmstudio - тут просто заглушка
env | grep ANTHROPIC - проверим что все установилось

Запуск через стандартный вариант из консоли — нужно только указать название модели (можно скопировать из LM Studio):

claude --model qwen3-coder-30b-a3b-instruct-mlx

Kilo Code

Kilo Code из коробки поддерживает LM Studio, поэтому просто добавляем нового провайдера и переключаем все профили для него.

Просто добавляем LM Studio как еще одного провайдера
90849b1e515968edc0b45cd96c2c9a3c.png
Не забываем переключить все профили на локальный
084f53d648d3ed2cf04ffe5206f3e21c.png

Open Code

Настройка конфигурации Open Code делается через файл, расположенный по пути ~/.config/opencode/opencode.json . Вот пример файла с конфигурацией для 2 локальных моделей.

opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "provider": {
    "lmstudio": {
      "npm": "@ai-sdk/openai-compatible",
      "name": "LM Studio (local)",
      "options": {
        "baseURL": "http://127.0.0.1:1234/v1"
      },
      "models": {
        "qwen3-coder-30b-a3b-instruct-mlx-4bit": {
          "name": "qwen3-coder-30b (local)",
          "tools": true
        },
        "gemma-4-26b-a4b-it": {
          "name": "gemma-4-26b-a4b (local)",
          "tools": true
        }
      }
    }
  }
}

Далее при запуске Open Code в терминале нужно переключить на нужную нам модель, через команду /models

Меню с переключением моделей
4a35d9dde4e77ff543475e0ddff8a1e5.png

Aider

Aider настраивается схожим способом с Claude Code через переменные окружения

export LM_STUDIO_API_KEY=dummy-api-key
export LM_STUDIO_API_BASE=http://localhost:1234/v1

и запускается с указанием имени модели:

aider --model lm_studio/qwen3-coder-30b-a3b-instruct-mlx-4bit

После настройки всех агентов мы можем приступать к тестированию их работы.

Что и как попробуем тестировать

Данное тестирование очень субъективное и не отражает полной картины работы моделей или агентов, оно не предназначено для сравнения моделей или агентов между собой. К результатам стоит относиться с большой долей скепсиса. Но должно дать какое-то представление о времени работы моделей.

Мы хотим оценить реальную скорость и качество локальных моделей в чате и в агентском режиме, а также возможность их использования в повседневной работе.

Краткое описание моделей

Возьмем несколько моделей, которые попробуем потестировать, я выбрал самые интересные для меня:

План тестирования

Тест состоит из нескольких этапов: сначала модель получает код на рефакторинг, затем — на ревью, и наконец — замечания для исправления.

Подробное описание плана:

Поэтапный план

  • Этап 1

    • даем LLM задачу на рефакторинг

    • замеряем время выполнения

    • делаем оценку результата работы

  • Этап 2

    • просим модель сделать ревью полученного кода и найти проблемы

    • просим устранить проблемы, которые она нашла

    • замеряем время выполнения

    • делаем оценку результата работы

  • Этап 3

    • даем модели замечания к устранению

    • замеряем время

    • делаем оценку результата работы

    • суммируем общее время работы

Делать оценку кода мы будем тоже через LLM, возьмем deepseek и прямо в чате будем ему давать код и файлы для оценки.

После нескольких подходов с deepseek, пришли к 10-балльной шкале оценок:

Скрытый текст

Критерий

Макс. балл

Точность денежных расчётов (BigDecimal + округление + корректное преобразование)

3.0

Типобезопасность (enum для категорий, DTO вместо Map)

2.0

Настраиваемость порога (не магическое число)

1.0

Валидация и обработка ошибок (null, неотрицательность, диапазон скидки, пропуск элементов)

1.5

Логирование (не System.out/err)

0.5

Модульные тесты (наличие)

1.0

Иммутабельность DTO

0.5

Чистая архитектура (разделение ответственности, внедрение зависимостей)

0.5

Итого

10.0

Это формальные критерии. Баллы также будут снижаться за дублирование кода, нерабочий код и другие недочёты

Сам же изначальный код для рефакторинга оставим такой же как и в прошлой статье

Сам код на Java
import java.util.*;

public class DataProcessor {
    public List<Map<String, Object>> processData(List<Map<String, Object>> data, Map<String, Object> options) {
        if (options == null) {
            options = new HashMap<>();
        }
        List<Map<String, Object>> result = new ArrayList<>();
        for (Map<String, Object> item : data) {
            if (item.containsKey("price") && item.containsKey("quantity")) {
                double price = ((Number) item.get("price")).doubleValue();
                int quantity = ((Number) item.get("quantity")).intValue();
                double discount = options.containsKey("discount") ? ((Number) options.get("discount")).doubleValue() : 0.0;
                double total = price * quantity * (1 - discount);
                
                Map<String, Object> processedItem = new HashMap<>();
                processedItem.put("name", item.getOrDefault("name", "Unnamed"));
                processedItem.put("total", total);
                if (total > 100) {
                    processedItem.put("category", "expensive");
                } else {
                    processedItem.put("category", "cheap");
                }
                result.add(processedItem);
            } else {
                System.out.println("Skipping item: " + item);
            }
        }
        return result;
    }

    public static void main(String[] args) {
        DataProcessor processor = new DataProcessor();
        List<Map<String, Object>> data = new ArrayList<>();
        
        Map<String, Object> item1 = new HashMap<>();
        item1.put("name", "Laptop");
        item1.put("price", 1000);
        item1.put("quantity", 1);
        data.add(item1);
        
        Map<String, Object> item2 = new HashMap<>();
        item2.put("name", "Mouse");
        item2.put("price", 25);
        item2.put("quantity", 2);
        data.add(item2);
        
        Map<String, Object> item3 = new HashMap<>();
        item3.put("price", 50);
        item3.put("quantity", 3);
        data.add(item3);
        
        Map<String, Object> item4 = new HashMap<>();
        item4.put("name", "Keyboard");
        item4.put("price", 80);
        item4.put("quantity", 1);
        data.add(item4);
        
        Map<String, Object> options = new HashMap<>();
        options.put("discount", 0.1);
        
        List<Map<String, Object>> result = processor.processData(data, options);
        System.out.println(result);
    }
}

Замеры в режиме чата

В LM Studio есть встроенный чат, на котором мы и протестируем наши модели. Это заняло немного времени и вот результаты:

локальная модель

скорость генерации токенов (ток/сек)

время 1 этапа (сек)

оценка после 1 этапа

время review (сек)

время 2 этапа
(сек)

оценка после 2 этапа

время 3 этапа (сек)

оценка после 3 этапа

суммарное время работы (мин:сек)

qwen3-coder-30b-a3b-instruct-4bit-gguf

52-64

37

1.0

0

35

1.5

86

8.5

2:38

qwen3-coder-30b-a3b-instruct-mlx@4bit

56-73

23

1.0

0

24

1.0

82

8.5

2:09

qwen3-coder-30b-a3b-instruct-mlx@5bit

49-64

29

2.0

0

38

2.5

91

9.0

2:38

qwen3-coder-30b-a3b-instruct-mlx@6bit

44-59

27

1.5

24

32

1.5

91

9.0

2:54

qwen3-coder-next-reap-48b-a3b-oq3.5

54-62

46

1.0

42

47

1.5

77

8.5

3:32

Qwen3.5-27B-4bit (thinking)

14-15

589

5.5

160

554

9.0

469

9.5

29:32

Qwen3.5-9B-4bit (thinking)

39-45

234

1.0

84

82

2.0

587+

2.0

16:27

qwen3.5-35b-a3b-4bit (thinking)

69-77

91

3.0

98

70

3.0

93

10.0

5:43

qwen3.5-35b-a3b-claude-4.6-opus-4bit (thinking)

55-64

62

3.0

46

81

3.0

91

9.0

4:40

nvidia-nemotron-3-nano-30b-a3b (thinking)

81-89

47

3.0

32

48

3.0

71

6.0

3:18

gemma-4-26b-a4b-it-gguf

46-48

42

2.5

21

37

8.0

43

10.0

2:23

Пояснения:

  • (thinking) в названии модели обозначает, что часть токенов, которые генерирует модель, уходит на подготовку ответа, поэтому ее реальная скорость генерации ответа на 30-50% ниже и общий ответ получается дольше

  • время review 0 - модель сразу начинала генерировать исправленный код, без предварительного анализа. Поэтому фактического ревью не проводилось

  • время 587+ секунд на 3 этапе у Qwen3.5 9B указано, так как модель запуталась и не смогла исправить код и начала бесконечно генерировать тесты

Перед тем как делать анализ результатов, хочется понять, а что у облачных моделей. Прогоним тот же тест в чате но уже на облачных моделях:

облачная модель

время 1 этапа (мин:сек)

оценка после 1 этапа

время review (мин:сек)

время 2 этапа
(мин:сек)

оценка после 2 этапа

время 3 этапа (мин:сек)

оценка после 3 этапа

суммарное время работы (мин:сек)

Qwen 3.6 plus (thinking) cloud chat

2:51

5.0

1:20

1:50

5.0

2:23

10.0

8:24

Qwen 3.6 plus (fast) cloud chat

0:38

2.5

0

1:04

4.0

1:18

10.0

3:00

Qwen 3 coder cloud chat

0:17

2.5

0

0:27

2.0

0:28

2.0

1:12

DeepSeek (thinking) cloud chat

0:52

2.0

0:52

0:52

2.5

1:24

9.0

4:00

ChatGPT 5.3

0:27

2.5

0:27

0:32

2.5

0:34

10.0

2:00

Анализ результатов

  • скорость работы в режиме чата локальных моделей сравнима со скоростью облачных, однако локальные модели в общем дают худший результат (но не всегда) за то же время

  • плотные модели Qwen3.5-27B-4bit и Qwen3.5-9B-4bit очень тяжелыми оказались для данного замера, было заметно, как кулеры начинали шуметь и компьютер начинал греться, хотя результаты у них получились лучше, время оказалось намного больше других результатов. На других моделях нагрузка не чувствовалась

  • режим thinking помогает и локальным и облачным моделям генерировать лучший результат

  • на втором этапе высокие оценки получили только 2 модели Qwen3.5-27B-4bit и Gemma-4-26B-A4B

  • Gemma-4-26B-A4B очень хорошо выглядит на фоне других по качеству и скорости

  • облачным моделям тоже нужно время на ответ, и иногда оно дольше, чем у локальных моделей, особенно в режиме thinking

  • чем больше битность, тем дольше отвечает модель, особого прироста в качестве не было замечено

  • GGUF и MLX: разница в скорости на Mac ожидаема, но оказалась не такой огромной

Далее посмотрим, как те же модели справляются в агентском режиме.

Замеры в режиме агента

Проведем этот же эксперимент, но уже с агентами, а не в чате. Все агенты были из коробки, без дополнительных настроек скиллов, саб-агентов и др. В данном эксперименте замеры уже оказались дольше. И получившиеся результаты ниже:

агент

локальная модель

время 1 этапа (мин:сек)

оценка после 1 этапа

время review (мин:сек)

время 2 этапа
(мин:сек)

оценка после 2 этапа

время 3 этапа (мин:сек)

оценка после 3 этапа

суммарное время работы (мин:сек)

Kilo Code

Qwen3.5-27B-4bit

1:04:16

3.5

-

-

-

-

-

-

Kilo Code

nvidia-nemotron-3-nano-30b-a3b

10:16

1.0

-

-

-

-

-

-

Kilo Code

qwen3-coder-30b-a3b-instruct-mlx@4bit

2:53

2.0

1:40

3:10

2.5

7:22

6

15:05

Kilo Code

qwen3-coder-30b-a3b-instruct-mlx@5bit

3:47

2.5

2:36

5:23

3

9:34

7.5

21:20

Kilo Code

qwen3.5-35b-a3b-4bit

5:49

3.5

4:17

13:44

3.5

33:13

9.0

57:03

Aider

qwen3-coder-30b-a3b-instruct-mlx@4bit

0:28

2.0

0

0:46

2

1:36

9.5

2:50

Open Code

qwen3-coder-30b-a3b-instruct-mlx@4bit

2:32

2.0

0:42

0:33

2.5

3:46

9

7:33

Kilo Code

gemma-4-26b-a4b

4:53

3.5

3:12

5:39

4.5

4:54

9

18:38

Claude Code

gemma-4-26b-a4b

1:14+2:01

3.0

3:30

4:36

6.0

9:53

10

21:14

Пояснения:

  • Qwen3.5-27B-4bit и nvidia-nemotron-3-nano-30b-a3b после первого этапа нет изменений. Эксперимент с этими моделями был остановлен из-за слишком долгого выполнения первого этапа

  • Claude Code два времени в 1 этапе, так как сначала делалась команда /init , а потом уже выполнялась сама задача

  • хотелось сделать замер qwen3-coder-30b-a3b-instruct-mlx@4bit и Claude Code, но на этапе ревью модель постоянно крашилась с ошибкой: Anthropic streaming error: The model has crashed without additional information. (Exit code: null). Возможная причина — нехватка памяти для контекста.

  • при замерах MacBook заметно грелся и кулеры гудели, работать было не особо комфортно, температура под нагрузкой держалась около 100 градусов на GPU

Скрин с температурой
aa61a126a94c1ee03554edfb0a3009dd.png

И как и в прошлом эксперименте с чатом, попробуем сделать эксперимент с агентом и облачной моделью

агент

облачная модель

стоимость

время 1 этапа (мин:сек)

оценка после 1 этапа

время review (мин:сек)

время 2 этапа (мин:сек)

оценка после 2 этапа

время 3 этапа (мин:сек)

оценка после 3 этапа

суммарное время работы (мин:сек)

Qwen Code CLI

Qwen3.6 Plus

0

3:05

5.0

4:32

2:45

4.5

3:03

8.5

13:25

Qwen Code plugin

Qwen3.6 Plus?

0

1:56

4.5

4:31

0:32

5.0

3:39

7

10:38

Kilo Code

Qwen3.5 Plus

$0,31

2:03

4.0

0:22

0:39

4.0

3:49

9

6:53

Kilo Code

Claude Opus 4.6

$3.35

2:22

5.5

0:50

3:47

8

5:16

10

12:15

Пояснения

  • модель для Qwen Code указана как Qwen3.6 Plus, но достоверного подтверждения этому нет, информация взята из самого агента

Анализ результатов

  • секунды и минуты в режиме чата стали минутами и десятками минут в режиме агента, заметно, что режим агента со множеством вызовов и большим контекстом тяжелее дается локальным моделям

  • во всех замерах с локальными моделями, разве что за исключением Aider, MacBook заметно нагревался и было ощущение, что Mac пытается взлететь. Кулеры практически не останавливаясь шумели.

  • Gemma-4 единственная из моделей показала хорошие результаты на 2 этапе

  • облачные модели здесь смотрятся заметно лучше по качеству, скорости и комфорту

  • при работе агентов нужно много памяти не только на модель, но и на контекст, иногда файл подкачки раздувался до 20 ГБ

  • чем проще агент, например Aider, тем быстрее он работает, но тем больше нужно с ним взаимодействовать

  • Open Code работает заметно быстрее, поскольку генерирует меньше контекста

  • Claude Code и Kilo Code генерируют больше контекста из-за чего модели тяжелее и она дольше работает

  • агенты — это не только про написание кода, в половине замеров агенты предлагали скомпилировать java код, а также его запустить. Думаю тут зависит не только от агента, но и от модели. На модели qwen3-coder-30b-a3b-instruct-mlx@4bit редко были предложения скомпилировать, на остальных почти всегда.

  • для локальных моделей лучше подходят более простые агенты Open Code и Aider, для Kilo Code и Claude Code кажется нужно заметно больше ресурсов.

Итоги и рекомендации

Общие выводы

С одной стороны, полученные выводы довольно очевидны, с другой — интересны.

Если отвечать на вопрос, можно ли сегодня на компьютере уровня MacBook M4 работать с локальными моделями, однозначного ответа нет. Точнее, он есть, но с уточнениями.

В режиме чата сегодня вполне можно работать с локальными ИИ и получать довольно приемлемые результаты за приемлемую скорость, при этом данные остаются у вас. Стоит выбирать модели с MoE-архитектурой — они хороши по скорости и приемлемы по качеству.

В режиме агентов я бы скорее ответил, что для постоянной работы это не подходит, но для разовых задач — неплохо. Это связано с большой нагрузкой на систему и память. Обычно на рабочей станции кроме модели крутится ещё много всего: IDE, Docker, десяток вкладок в браузере, и ресурсов явно будет не хватать. Также постоянный нагрев и работа кулеров не добавляет комфорта.

Для себя ещё отметил разницу в скорости работы агентов. И что ревью кода разумно делать другой моделью, чем той, которая его писала — так результат получается лучше.

Также есть вера в светлое будущее, так как локальные модели и их работа оптимизируются, появляются такие решения, как TurboQuant, и новые модели.

Рекомендации, которых я бы придерживался, если бы был ограничен только локальными моделями

После работы с локальными моделями у меня сформировались следующие мысли, которыми я бы руководствовался, если бы у меня не было выбора и стояла задача использовать только локальную модель:

  • Развернуть модель на отдельном компьютере (например, Mac mini) и поставить его куда-нибудь подальше, где он будет шуметь. Так вам будет комфортнее работать на рабочем компьютере — не будет конфликта ресурсов между моделью, контекстом и вашими программами.

  • Выбирать более свежие модели на MoE-архитектурах. Протестируйте несколько, посмотрите, какая лучше справляется с вашими задачами. Например, недавно вышла Qwen3.6

  • Для простых задач лучше работать в режиме чата — это быстрее и продуктивнее.

  • Если вы всё же решили использовать агентский режим, присмотритесь к более простым агентам, таким как Aider или OpenCode, вместо продвинутых вроде Kilo Code и Claude Code.

  • Если думаете о покупке компьютера именно для LLM, лучше посмотреть расчёты скорости (например, VRAM-калькулятор). А если планируете покупать Mac — ориентироваться на реальные замеры.

  • Помните, что локальные модели почти всегда будут уступать в качестве большим облачным, вопрос только в том, насколько.

Результаты работы моделей, исходные коды тестов и полные таблицы с замерами можно посмотреть на GitHub.

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    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.

  • 28.05.26 18:53 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 28.05.26 18:53 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 28.05.26 21:56 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.

  • 29.05.26 02:26 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 29.05.26 02:27 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 29.05.26 04:46 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits

  • 31.05.26 10:06 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 31.05.26 10:06 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.06.26 18:26 edengarcia

    When most people hear the words crypto recovery service, their guard immediately goes up—and for good reason. In today’s online environment, finding a legitimate service feels like finding a needle in a haystack. Ask about trusted crypto recovery on any major forum, and you’ll be met with hostility. It’s become a cultural bias that victims often prefer filing police reports rather than seeking private help, fearing that speaking openly will only attract more scammers. But silence doesn’t bring your funds back. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 The reality is harsh: Less than 10% of “recovery agencies” online are genuine. Fraudsters have mastered the art of mimicking trust. So, how do you separate the wolves from the professionals? The Golden Rule: No Upfront Fees If there is one sign that separates a scam from a legitimate operation, it is the payment model. Legitimate recovery companies never ask for upfront fees. Predatory scams will demand "processing fees," "software licenses," or "tax payments" before they lift a finger. A genuine agency knows its value lies in results, not promises. They operate on a success-based fee —typically around 10% of the recovered amount. Simply put: No recovery, no payment. Enter TechY Force Cyber Retrieval At TechY Force Cyber Retrieval, we understand why you’re skeptical. We built our model to eliminate that risk. We specialize in the fast, forensic tracking of lost crypto assets. Because we are confident in our technology and methodology, we don’t need your money to start working—we need your trust. We only get paid once you receive your crypto. How to Spot a Legitimate Partner Beyond the fee structure, keep these signs in mind: 1. Transparency: They explain how without asking for your private keys or seed phrase. 2. Realism: They don’t promise 100% success on impossible cases but offer honest assessments. 3. Speed: Time is critical in blockchain tracing. Legitimate firms act fast. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 Don’t let the fear of secondary scams prevent you from seeking justice. Choose a partner who puts their money where their mouth is. TechY Force Cyber Retrieval: Fast. Secure. Success-based. Disclaimer: Always conduct your own due diligence. Legitimate firms will never ask for your wallet credentials.

  • 07.06.26 08:58 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.06.26 08:58 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.06.26 21:00 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:00 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:02 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:02 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:03 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:04 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 10.06.26 06:21 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.06.26 06:21 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.06.26 18:09 david

    Look, engaging with the authorities is a marathon, not a sprint. By methodically filing these reports, you’re not just fighting for your own funds—you’re contributing to the broader battle against crypto crime. For a deeper dive into what to do after a theft, check out [email protected] for complete guide on how to recover stolen crypto

  • 12.06.26 17:13 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.06.26 17:13 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.06.26 14:53 Freeman James

    Recently, I was scammed out of $332,000 in a fraudulent Bitcoin investment scheme. This devastating loss added significant stress to my already difficult health challenges, as I was also facing surgery expenses for cancer. Desperate to recover my funds, I spent countless hours researching and speaking with other victims. That effort led me to a Google post that revealed the excellent reputation of FundsRetriever. Only after many hours of digging and consulting others did I learn about their stellar track record. I decided to contact them because of their successful recovery history and encouraging client testimonials. I had no idea that this decision would become the turning point in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost funds. The process was complex, but FundsRetriever's commitment to using the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact: 📧 [email protected] 📞 WhatsApp: +1 603 512 144 8, Telegram: @FundsRetriever

  • 14.06.26 15:37 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 14.06.26 15:37 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 14.06.26 16:34 Emmi Hakola

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 14.06.26 16:53 James willson

    I lost $328,650 to a fraudulent website that claimed to be a legitimate investment platform offering high returns. I was drawn in by the desire to earn more for myself and my family. Unfortunately, by the end of 2024, I realized it was a scam when the broker stopped responding to my emails and messages. A colleague then introduced me to ResQPro Firm, and to my surprise, they were able to trace and recover my stolen funds. Contact them at: resqprofirm AT AOL dot com | WhatsApp: +1 985 296 9146 | Telegram: ResQproFirm

  • 14.06.26 19:38 riley777

    G`DAY, I lost more than 119,000 Australian dollars to a crypto scam and it took almost everything I had saved which left me feeling like I had no future. I was stuck. I did not know where to go or how to find the money again. The wallet company is no help at all and they make it so hard to see where the coins go once they leave your account so you just feel lost. I spent days looking for a way out. Then I saw a post for a person who finds stolen money. The ad said they can track any crypto that goes missing. I wanted to check if it was real. I sent an email to [email protected] +44//// 7476618364\ to see if they could help me get my funds back. They did an amazing job. My money was back in my account in less than a week after they did a fast search and return.

  • 15.06.26 06:12 Evan Garrison

    When investing in staking platforms, proceed with caution. If your funds are stolen by a fake staking pool, the experience can be very frustrating. Rather than giving in to frustration, it's important to act quickly to improve your chances of recovering your money. Unfortunately, many victims never get their money back because scammers are often in another country or using fake identities. However, in some cases, tracking the funds is easier, especially for smart contract forensics specialists. I lost €18,500 to StakeKing. FundsRetriever found a backdoor in the contract and recovered my stake. Contact [email protected], WhatsApp +1(603)5121(448), or Telegram FUNDSRETRIEVER for assistance.

  • 15.06.26 06:25 Glenn robble

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  • 15.06.26 06:41 Ewaguz

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  • 15.06.26 12:49 Jason

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  • 15.06.26 13:03 Feliksa Stegniy

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  • 15.06.26 13:05 James willson

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  • 15.06.26 13:06 Tansy

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  • 15.06.26 13:08 Sarahy billy

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  • 15.06.26 13:12 Cole donald

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  • 15.06.26 13:16 Meral Yetkiner

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  • 15.06.26 13:18 Silas Olsen

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  • 15.06.26 13:59 Ewaguz

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  • 15.06.26 14:16 Martina k.

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  • 15.06.26 14:18 Garrison Good

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  • 15.06.26 14:22 Sallymarch

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  • 15.06.26 14:23 Glennrobble

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  • 15.06.26 14:25 Evan Garrison

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  • 15.06.26 14:26 Ewaguz

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  • 15.06.26 16:34 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

  • 15.06.26 16:34 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

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

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  • 15.06.26 17:03 Andrea Escalante

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  • 16.06.26 11:40 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

  • 16.06.26 11:43 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

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

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  • 20.06.26 14:57 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.06.26 14:57 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

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  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 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

  • 24.06.26 01:58 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

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 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

  • 24.06.26 22:01 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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 01:04 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

  • 01:04 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

  • 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

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