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[Перевод] Запускаю Gemma 4 локально в LM Studio: 51 токен/с и Claude Code без интернета

Ещё вчера для запуска 26-миллиардной нейросети нужен был дата-центр. Сегодня достаточно ноутбука и одной консольной команды.

Встречайте: Google Gemma 4 26B-A4B. Модель, которая ломает старые правила. Архитектура mixture-of-experts (128 экспертов, 8 активных на токен) позволяет ей работать на скромных 48 ГБ объединённой памяти, выдавая при этом качество, сопоставимое с гигантами вроде Qwen 3.5 на 397B параметров.

А LM Studio 0.4.0 только что сделала локальный запуск таких моделей по-настоящему удобным. Фоновый демон llmster, консольная утилита lms, непрерывный батчинг и – внимание! – эндпойнт, совместимый с Anthropic. Это значит, что вы можете направить Claude Code на свою локальную Gemma 4.

Хотите узнать, как заставить эту связку летать? Как правильно рассчитать память под контекст в 256K токенов и почему спекулятивное декодирование — плохая идея для MoE? А главное — сколько это всё жрёт энергии и греет ли ваш Mac?

Поехали!

Зачем запускать модели локально?

Новая Gemma 4 от Google особенно интересна для домашнего использования благодаря своей архитектуре “группы экспертов” (mixture-of-experts, MoE). Хотя в этой модели 26 млрд параметров, при каждом проходе активируются лишь 4 из них. Это позволяет ей летать на оборудовании, которому полноценный 26-миллиардный гигант оказался бы не по зубам. На моём 14-дюймовом MacBook Pro, с чипом M4 Pro и 48 ГБ объединенной памяти, она чувствует себя вполне вольготно, выдавая около 51 токена в секунду. Правда, по моему опыту, в связке с Claude Code скорость заметно падает.

Кстати: Google Gemma 4 можно запустить локально и через Ollama. О том, как это сделать, читайте в моей следующей статье.

Модель Google Gemma 4 26B-a4b, работающая через API LM Studio с использованием команды claude-lm для Claude Code

Семейство моделей Gemma 4

Google выпустила Gemma 4 не в виде одной модели, а семейством из четырех вариантов. Линейка подобрана так, чтобы охватить самые разные классы устройств:

Семейство моделей Google Gemma 4

Модели с индексом “E” (E2B, E4B) используют послойные эмбеддинги для максимально эффективного развертывания непосредственно на гаджетах; только они умеют работать со звуком (распознавать и переводить речь). Самая мощная в семействе – плотная (dense) модель 31B: её результаты впечатляют – 85,2% в тесте MMLU Pro и 89,2% на AIME 2026.

Почему я выбрал 26B-A4B. Всё дело в архитектуре mixture-of-experts. Здесь задействовано 128 экспертов плюс один общий, но для обработки каждого токена активируются лишь восемь из них (что эквивалентно 3,8 млрд параметров). По негласному правилу качество такой MoE-модели примерно соответствует плотной модели с числом параметров, равным корню из произведения общего количества на активные, – в нашем случае это дает около 10 млрд эффективных параметров. На деле же мы получаем скромные “аппетиты” 4-миллиардной модели при качестве, которое заметно выше её весовой категории. В бенчмарках она набирает 82,6% на MMLU Pro и 88,3% на AIME 2026 – это вплотную приближает её к тяжеловесной 31B (у той 85,2% и 89,2%), зато работает она в разы шустрее.

График ниже наглядно всё объясняет. Здесь показано соотношение рейтинга Эло к общему размеру последних моделей с открытыми весами и поддержкой рассуждений. Нас интересует левый верхний угол (выделен синим): именно там живут модели с высокой производительностью и малым “отпечатком”.

Gemma 4 26B-A4B (с рейтингом Эло около 1441) уверенно держится в этой зоне, выдавая результат, достойный куда более тяжелых систем. Плотная версия на 31B набрала чуть больше (~1451), но всё равно осталась удивительно компактной. Для контекста: таким гигантам, как Qwen 3.5 397B-A17B (~1450 Elo) или GLM-5 (~1457 Elo), требуется от 100 до 600 млрд параметров, чтобы достичь сопоставимых высот. А Kimi-K2.5 (~1457 Elo) и вовсе перевалила за триллион. На этом фоне 26B-A4B творит чудеса: пригоршня параметров дает конкурентный уровень Эло, что на практике означает низкие требования к памяти и молниеносную генерацию.

Именно это делает MoE-модели по-настоящему революционными для персонального использования. Больше не нужны серверные кластеры или монструозные GPU-фермы, чтобы тягаться с исполинами на 400+ млрд параметров. Ноутбука с 48 ГБ объединенной памяти вполне достаточно.

Для мака с 48 ГБ памяти это золотая середина. Плотная модель 31B съела бы больше ресурсов и работала медленнее, ведь там в процессе вычислений участвует каждый параметр. Версия E4B легче, но и соображает ощутимо слабее. В случае с 26B-A4B мы получаем всё и сразу: контекст до 256K, поддержку зрения (удобно для анализа скриншотов и диаграмм), нативную работу с инструментами и функциями, а также гибко настраиваемые режимы рассуждений. И всё это на скорости в 51 токен в секунду.

Сравнение производительности и размера моделей Google Gemma 4

Практическая ремарка. Мы замерили 51 токен/с у Gemma 4 на M4 Pro — отлично для локальной модели. Но в облачных API скорости на порядок выше, а главное — вам не нужно думать о memory pressure и swap-файлах. Если ваша цель не в том, чтобы настроить демона, а в том, чтобы быстро и надёжно получить ответ от лучших нейросетей, присмотритесь к BotHub. Здесь собраны все топовые модели, готовые к работе в один клик.

Для доступа не требуется VPN, можно использовать российскую карту.

По ссылке вы можете получить 300 000 бесплатных токенов для первых задач и приступить к работе с нейросетями прямо сейчас!

Что нового в LM Studio 0.4.0

LM Studio давно зарекомендовал себя как удобное десктопное приложение для запуска локальных моделей. Однако в версии 0.4.0 архитектуру программы в корне пересмотрели: сердце приложения – движок инференса – выделили в отдельный сервер под названием llmster.

На практике это означает, что теперь LM Studio можно гонять прямо из терминала с помощью консольной утилиты lms. Графический интерфейс больше не нужен. Это развязывает руки при работе на удаленных серверах (headless), в CI/CD-пайплайнах, через SSH-сессии или если вы просто из тех разработчиков, кто предпочитает не покидать консоль.

Ключевые новшества версии 0.4.0:

Демон llmster: фоновая служба, которая рулит загрузкой моделей и инференсом, не требуя запуска основного приложения.
Консоль lms: полноценный интерфейс для скачивания, запуска и обслуживания моделей, а также для общения с ними в режиме чата.
Параллельная обработка запросов: вместо того чтобы выстраивать запросы в очередь, система использует непрерывный батчинг, позволяя нескольким пользователям или процессам обращаться к одной модели одновременно.
Stateful REST API: новый эндпоинт /v1/chat, который умеет хранить историю переписки между запросами.
Интеграция с MCP: поддержка протокола Model Context Protocol с разграничением прав доступа по ключам.

Установка

Утилита lms ставится одной командой:

# Linux/Mac
curl -fsSL https://lmstudio.ai/install.sh | bash

# Windows
irm https://lmstudio.ai/install.ps1 | iex

Затем запускаем фонового демона:

lms daemon up

Если вы на macOS, не забудьте обновить оба движка инференса:

lms runtime update llama.cpp
lms runtime update mlx

Загрузка Gemma 4

Когда демон в строю, можно качать модель Gemma 4 26B:

lms get google/gemma-4-26b-a4b

Утилита покажет конкретный вариант (по умолчанию это квантованная версия Q4_K_M весом 17,99 ГБ) и попросит подтверждения:

   ↓ To download: model google/gemma-4-26b-a4b - 64.75 KB
   └─ ↓ To download: Gemma 4 26B A4B Instruct Q4_K_M [GGUF] - 17.99 GB

About to download 17.99 GB.

? Start download?
❯ Yes
  No
  Change variant selection

Если модель уже есть в вашей библиотеке, консоль любезно сообщит об этом и подскажет команду для её запуска:

✔ Start download? yes
Model already downloaded. To use, run: lms load google/gemma-4-26b-a4b

Инвентаризация: что в арсенале?

Список всех скачанных моделей можно вызвать командой:

lms ls

You have 10 models, taking up 118.17 GB of disk space.

LLM                                   PARAMS     ARCH             SIZE         DEVICE
gemma-3-270m-it-mlx                   270m       gemma3_text      497.80 MB    Local
google/gemma-4-26b-a4b (1 variant)    26B-A4B    gemma4           17.99 GB     Local
gpt-oss-20b-mlx                       20B        gpt_oss          22.26 GB     Local
llama-3.2-1b-instruct                 1B         Llama            712.58 MB    Local
nvidia/nemotron-3-nano (1 variant)    30B        nemotron_h       17.79 GB     Local
openai/gpt-oss-20b (1 variant)        20B        gpt-oss          12.11 GB     Local
qwen/qwen3.5-35b-a3b (1 variant)      35B-A3B    qwen35moe        22.07 GB     Local
qwen2.5-0.5b-instruct-mlx             0.5B       Qwen2            293.99 MB    Local
zai-org/glm-4.7-flash (1 variant)     30B        glm4_moe_lite    24.36 GB     Local

EMBEDDING                               PARAMS    ARCH          SIZE        DEVICE
text-embedding-nomic-embed-text-v1.5              Nomic BERT    84.11 MB    Local

Заметьте: многие из этих моделей (Gemma 4, Qwen 3.5, GLM 4.7 Flash) построены на архитектуре группы экспертов. Для локального запуска MoE – это настоящий подарок, ведь при генерации каждого токена просыпается лишь малая часть параметров, что позволяет им прыгать выше своей головы.

Интерактивный чат

Запустим чат с флагом --stats, чтобы в реальном времени видеть показатели производительности:

lms chat google/gemma-4-26b-a4b --stats

 ╭─────────────────────────────────────────────────╮
 │ 👾 lms chat                                     │
 │ Type exit or Ctrl+C to quit                     │
 │                                                 │
 │ Chatting with google/gemma-4-26b-a4b            │
 │                                                 │
 │ Try one of the following commands:              │
 │ /model - Load a model (type /model to see list) │
 │ /download - Download a model                    │
 │ /clear - Clear the chat history                 │
 │ /help - Show help information                   │
 ╰─────────────────────────────────────────────────╯

Благодаря --stats, после каждого ответа мы получаем подробную метрику:

Prediction Stats:
  Stop Reason: eosFound
  Tokens/Second: 51.35
  Time to First Token: 1.551s
  Prompt Tokens: 39
  Predicted Tokens: 176
  Total Tokens: 215

51 токен в секунду для модели класса 26B на MacBook Pro M4 Pro с 48 ГБ памяти – результат более чем достойный. Время до выдачи первого токена в 1,5 секунды обеспечивает вполне комфортный диалог.

Ревизия памяти и активных моделей

Проверим, что загружено в данный момент:

lms ps

IDENTIFIER                MODEL                     STATUS    SIZE        CONTEXT    PARALLEL    DEVICE    TTL
google/gemma-4-26b-a4b    google/gemma-4-26b-a4b    IDLE      17.99 GB    48000      2           Local     60m / 1h

Модель занимает 17,99 ГБ ОЗУ, держит окно контекста в 48K и готова обрабатывать два запроса параллельно. Параметр TTL (time-to-live) здесь крайне полезен: он автоматически выгрузит модель через час бездействия, освобождая память без лишних телодвижений с вашей стороны.

Для любителей покопаться в деталях есть вывод метаданных в JSON (удобно прогнать через jq):

lms ps --json | jq

lms ps --json | jq
[
  {
    "type": "llm",
    "modelKey": "google/gemma-4-26b-a4b",
    "format": "gguf",
    "displayName": "Gemma 4 26B A4B",
    "publisher": "google",
    "path": "google/gemma-4-26b-a4b",
    "sizeBytes": 17990911801,
    "indexedModelIdentifier": "google/gemma-4-26b-a4b",
    "deviceIdentifier": null,
    "paramsString": "26B-A4B",
    "architecture": "gemma4",
    "quantization": {
      "name": "Q4_K_M",
      "bits": 4
    },
    "variants": [
      "google/gemma-4-26b-a4b@q4_k_m"
    ],
    "selectedVariant": "google/gemma-4-26b-a4b@q4_k_m",
    "identifier": "google/gemma-4-26b-a4b",
    "ttlMs": 3600000,
    "lastUsedTime": 1775316805638,
    "vision": true,
    "trainedForToolUse": true,
    "maxContextLength": 262144,
    "contextLength": 48000,
    "status": "idle",
    "queued": 0,
    "parallel": 2
  }
]

На что стоит обратить внимание в этом JSON-файле:

Архитектура (architecture): "gemma4" с квантованием "Q4_K_M".
Возможности: "vision": true (поддержка компьютерного зрения) и "trainedForToolUse": true (модель обучена использовать внешние инструменты).
Контекст: максимальный объем (maxContextLength) составляет 262 144 токена, хотя при текущей загрузке выставлено 48 000.
Параллелизм: "parallel": 2 – благодаря непрерывному батчингу можно слать два запроса одновременно.

Расчёт памяти: сколько весит контекст?

Перед тем как давать команду на загрузку, имеет смысл оценить аппетиты модели при разных размерах контекстного окна. Для этого в lms предусмотрен флаг --estimate-only. Я набросал простенький скрипт, чтобы проверить всю шкалу:

Сама тушка модели неизменно занимает около 17,6 ГиБ. А вот каждое удвоение длины контекста прибавляет к этому весу ещё примерно 3–4 ГиБ. При стандартном окне в 48K вам потребуется около 21 ГиБ. На моем MacBook Pro с 48 ГБ памяти я могу замахнуться на полный контекст в 256K – это съест 37,48 ГиБ, оставив ещё добрых 10 ГБ под нужды системы и приложений. Даже на маке с 36 ГБ ОЗУ можно с комфортом работать с контекстом в 200K, и ещё останется запас.

Команда для оценки ресурсов предельно проста:

lms load google/gemma-4-26b-a4b --estimate-only --context-length 48000

Model: google/gemma-4-26b-a4b
Context Length: 48,000
Estimated GPU Memory:   21.05 GiB
Estimated Total Memory: 21.05 GiB

Estimate: This model may be loaded based on your resource guardrails settings.

Это крайне полезно для планирования ресурсов. Если вы собираетесь гонять Gemma 4 параллельно с другим тяжелым софтом, лучше сначала свериться с прогнозом для нужного вам контекста.

Ниже приведен полный текст скрипта, которым я пользовался для составления таблицы. Вы можете подставить в него любую модель и список значений контекста, чтобы просканировать их возможности:

#!/usr/bin/env bash

model="google/gemma-4-26b-a4b"
contexts=(4096 8000 16000 24000 32000 48000 64000 96000 128000 200000 256000)

table_contexts=()
table_gpu=()
table_total=()

for ctx in "${contexts[@]}"; do
  output="$(lms load "$model" --estimate-only --context-length "$ctx" 2>&1)"

  parsed_context="$(printf '%s\n' "$output" | awk -F': ' '/^Context Length:/ {print $2; exit}')"
  parsed_gpu="$(printf '%s\n' "$output" | awk -F': +' '/^Estimated GPU Memory:/ {print $2; exit}')"
  parsed_total="$(printf '%s\n' "$output" | awk -F': +' '/^Estimated Total Memory:/ {print $2; exit}')"

  table_contexts+=("${parsed_context:-$ctx}")
  table_gpu+=("${parsed_gpu:-N/A}")
  table_total+=("${parsed_total:-N/A}")
done

printf '| Model | Context Length | GPU Memory | Total Memory |\n'
printf '|---|---:|---:|---:|\n'
for i in "${!table_contexts[@]}"; do
  printf '| %s | %s | %s | %s |\n' \
    "$model" "${table_contexts[$i]}" "${table_gpu[$i]}" "${table_total[$i]}"
done

Настройка загрузки под ваше железо

Команды lms load или lms chat по умолчанию используют вполне разумные настройки, но их всегда можно подкрутить под конкретное оборудование и задачи. Вот краткий гид, как выжать максимум из вашей системы.

Длина контекста: соотносим с объемом памяти

Таблица выше – ваша отправная точка. Вычтите из общего объема ОЗУ накладные расходы системы (macOS обычно отъедает 4–6 ГБ) – и вы поймете, какой максимальный контекст вы можете себе позволить.

Загрузить модель с конкретным размером контекста можно так:

lms load google/gemma-4-26b-a4b --context-length 128000

Если сомневаетесь, всегда сначала запускайте команду с флагом --estimate-only – она учтет в расчетах и flash attention, и потребности визуальной модели.

Распределение нагрузки (GPU offloading)

В чипах Apple Silicon используется объединенная память, поэтому CPU и GPU питаются из одного котла. Здесь флаг --gpu скорее определяет, какая доля вычислений ляжет на графические ядра. Режим auto обычно справляется хорошо, но можно заставить систему использовать GPU на полную мощность:

lms load google/gemma-4-26b-a4b --gpu=1.0

Значение --gpu=max выжмет из графики всё возможное. Для систем с дискретными видеокартами (NVIDIA на Windows или Linux) этот параметр куда важнее, так как видеопамять (VRAM) и системная ОЗУ там разделены. Если модель целиком не влезает в видеокарту, частичный перенос (--gpu=0.5) распределит слои между GPU и процессором: скорость упадет, зато вы сможете запустить модель покрупнее.

Параллельные запросы и непрерывный батчинг

LM Studio умеет обрабатывать несколько запросов одновременно с помощью непрерывного батчинга, сшивая их в единый вычислительный поток. Это незаменимо, если к вашей модели обращаются сразу несколько клиентов или вы используете параллельные вызовы инструментов. Фишка работает на движке llama.cpp (v2.0.0+) и пока недоступна для бэкенда MLX.

Настроить это можно через графический интерфейс: в инсталлере моделей включите Manually choose model load parameters, выберите нужную модель, затем в Advanced settings найдите пункт Max concurrent predictions (по умолчанию там стоит 4). В консоли прямого флага для этого пока нет – настройки подтягиваются из десктопного приложения.

Помните: каждый параллельный поток отъедает дополнительную память пропорционально размеру контекста. Если ОЗУ в дефиците, лучше уменьшить число потоков или урезать контекст. Для Gemma 4 на 48 ГБ оптимальный баланс – 2 потока при контексте 48K.

В LM Studio установлено ограничение в 2 параллельных предсказания

TTL: автовыгрузка простаивающих моделей

Параметр TTL (time-to-live) автоматически выгружает модель, если к ней долго никто не обращался:

lms load google/gemma-4-26b-a4b --ttl 1800

В примере выше установлен таймаут в 1800 секунд (30 минут). По умолчанию стоит один 1 час. Если вы держите сервер, на котором живет зоопарк моделей под разные задачи, короткий TTL поможет им сменять друг друга на посту, освобождая память без вашего участия. Чтобы модель висела в памяти вечно, поставьте 0 или -1.

Предустановки для моделей

Чтобы не вводить параметры каждый раз, сохраните их прямо в приложении. В разделе My models нажмите на иконку шестеренки рядом с моделью и задайте желаемые настройки GPU, контекста и flash attention. Эти дефолты будут применяться везде, даже при запуске через консоль lms load.

Спекулятивное декодирование

LM Studio поддерживает спекулятивное декодирование для плотных моделей: в пару к основной модели ставится “черновая” (поменьше), которая быстро накидывает варианты токенов, а “старшая” их пачками проверяет. Это может ощутимо ускорить генерацию.

Однако с MoE-моделями вроде Gemma 4 26B-A4B этот фокус проходит плохо. При проверке основной модели приходится подгружать всех экспертов, задействованных во всех предложенных токенах. Поскольку разные токены стучатся к разным экспертам, нагрузка на пропускную способность памяти взлетает до небес и всё начинает безбожно тормозить. Тесты Mixtral показали, что при одних и тех же настройках код пишется на 39% быстрее, а математика считается на 54% медленнее – универсального рецепта тут нет. Исследователи сейчас бьются над этой проблемой (варианты вроде MoE-Spec или SP-MoE), но пока мой совет для Gemma 4: забудьте про спекулятивное декодирование и полагайтесь на родную скорость MoE-инференса.

Flash attention

Эта технология оптимизирует работу с кешем (KV cache), позволяя впихнуть в ту же память гораздо больший объем контекста. В настройках LM Studio её можно включить для каждой модели индивидуально. Для Gemma 4 на Apple Silicon это реальный шанс сэкономить драгоценные гигабайты на длинных дистанциях. Флаг --estimate-only учитывает flash attention, так что вы можете сами сравнить цифры до и после.

Десктопное приложение LM Studio

Несмотря на то что выше мы налегали на консольные команды, у LM Studio есть и полноценное графическое приложение для macOS. Оно незаменимо, если нужно наглядно следить за состоянием системы или быстро провести эксперимент, прежде чем переходить к автоматизации через CLI.

На скриншоте ниже представлен раздел сервера с загруженной моделью Gemma 4. Вот на что стоит обратить внимание:

Статус сервера (Server status): горит “Running”. Локальный эндпойнт http://192.168.1.121:1234 доступен любому устройству в вашей сети.
Загруженные модели (Loaded models): здесь видна активная модель и живая статистика – 29 генераций, 1087 обработанных токенов и честно занятые 17,99 ГБ в памяти.
Поддерживаемые эндпойнты: приложение понимает форматы API LM Studio, OpenAI и Anthropic (для последнего используется POST /v1/messages).
Логи разработчика (Developer logs): поток данных о ходе обработки промптов в реальном времени. Это очень удобно, когда модель переваривает длинные куски кода и вы хотите видеть прогресс.

Кстати, в десктопной версии отлично раскрываются визуальные возможности (vision) Gemma 4. На скриншоте ниже модель анализирует картинку с сайта Timezone Scheduler. Она безошибочно считала заголовок, карту мира с цветовой разбивкой по поясам, сетку расписания (сравнение Брисбена, Нью-Йорка и Лондона), значки функций и даже иконки технологий в самом низу. Результат: 504 токена на скорости 54,51 ток/с, причем первый токен появился уже через 3,15 секунды.

Возможности зрения Google Gemma 4 при описании изображения

А вот работа Claude Code (через алиас claude-lm) – Gemma 4 анализирует мой репозиторий с бенчмарками Timezones Scheduler.

Запуск Claude Code через алиас claude-lm с использованием API LM Studio

Сервер API LM Studio в работе во время использования Claude Code через алиас claude-lm

Окна системного монитора на скриншотах наглядно показывают, как локальный инференс нагружает железо. Вот расклад для моего M4 Pro (4 энергоэффективных ядра, 10 производительных, 20 графических):

Нагрузка на память (Memory pressure): из 48 ГБ физической памяти занято 46,69 ГБ. Из них 38,07 ГБ – “wired”, то есть жестко зарезервированы (в основном под модель и контекст). Файл подкачки (swap) разросся до 27,49 ГБ, но система при этом не тормозит и остается отзывчивой.
Загрузка GPU: плотные 90% во время работы. Частота P-кластера ядер – 4,50 ГГц, видеоядра – 1,45 ГГц.
Загрузка CPU: энергоэффективные ядра (E-Cores) загружены на 82,42%, производительные (P-Cores) – на 35,96%.
Температура: в среднем 91 °C на процессоре и 92,46 °C на графике. Для M4 Pro под длительной нагрузкой это вполне штатный режим.
Энергопотребление: суммарно около 23,56 Вт на весь чип (CPU 11,06 Вт + GPU 13,32 Вт). Весьма скромная плата за запуск 26-миллиардной модели.

В этом и кроется главный козырь Apple Silicon для работы с нейросетями. Объединенная архитектура памяти (Unified Memory) позволяет процессору и графике использовать одни и те же данные без лишнего копирования между ОЗУ и видеопамятью, как это бывает на дискретных картах. Модель загружается один раз и доступна всем вычислительным ядрам напрямую.

Раздача моделей через API

Когда модель загружена, можно превратить ваш компьютер в сервер:

lms server start

Теперь по адресу http://localhost:1234/v1 доступен API, полностью совместимый с OpenAI. Любой инструмент, будь то Continue, Cursor или ваш собственный скрипт, сможет работать с локальной моделью. Кроме того, в LM Studio 0.4.0 появился эндпойнт для протокола Anthropic (POST /v1/messages), так что софт, заточенный под “Клода”, заработает без всяких прослоек. Если порт 1234 уже чем-то занят, его легко сменить: lms server start --port 8080.

Сервер также поддерживает динамическую загрузку (JIT, just-in-time). Если клиент запрашивает модель, которой прямо сейчас нет в памяти, LM Studio сама подгрузит её на лету, а после истечения таймаута (TTL) выгрузит обратно. Можно пользоваться целой пачкой моделей, не забивая память всеми сразу.

Чтобы следить за происходящим в реальном времени, запустите стриминг логов:

lms log stream --source model --stats

Вы увидите каждый запрос, ответ, скорость генерации и задержки. Нужен формат для автоматического анализа? Добавьте флаг --json. А если интересуют только системные события (запуск, обращения к эндпойнтам), используйте --source server.

В связке с фоновым демоном вы можете выделить под это дело отдельную машину и раздавать мощности на всю локальную сеть. Сервер будет доступен по локальному IP (например, http://192.168.1.121:1234). Если же вы опасаетесь за безопасность, включите в настройках Require authentication (обязательная авторизация) и создайте API-токены с нужными правами. Тогда для доступа придется передавать стандартный заголовок Authorization: Bearer $LM_API_TOKEN.

Gemma 4 на службе Claude Code: настраиваем бэкенд

Наличие эндпойнта, совместимого с Anthropic, открывает захватывающую перспективу: теперь Claude Code можно запустить не через облако, а на базе вашей локальной модели. На выходе мы получаем бесплатного ИИ-помощника, который работает без интернета.

Чтобы всё залетало, я прописал в файле ~/.zshrc функцию под названием claude-lm(). Она задает все нужные переменные окружения и натравливает Claude Code на локальный сервер LM Studio:

claude-lm() {
    export ANTHROPIC_BASE_URL=http://localhost:1234
    export ANTHROPIC_AUTH_TOKEN=lmstudio
    export CLAUDE_CODE_MAX_TOOL_USE_CONCURRENCY="2"
    export CLAUDE_CODE_NO_FLICKER="0"
    export ANTHROPIC_MODEL="gemma-4-26b-a4b"
    export CLAUDE_CODE_AUTO_COMPACT_WINDOW="48000"
    export CLAUDE_AUTOCOMPACT_PCT_OVERRIDE="90"
    export ANTHROPIC_DEFAULT_OPUS_MODEL="google/gemma-4-26b-a4b"
    export ANTHROPIC_DEFAULT_SONNET_MODEL="google/gemma-4-26b-a4b"
    export ANTHROPIC_DEFAULT_HAIKU_MODEL="google/gemma-4-26b-a4b"
    export CLAUDE_CODE_SUBAGENT_MODEL="google/gemma-4-26b-a4b"
    export API_TIMEOUT_MS="30000000"
    export BASH_DEFAULT_TIMEOUT_MS="2400000"
    export BASH_MAX_TIMEOUT_MS="2500000"
    export CLAUDE_CODE_MAX_OUTPUT_TOKENS="8000"
    export CLAUDE_CODE_FILE_READ_MAX_OUTPUT_TOKENS="8000"
    export CLAUDE_CODE_ATTRIBUTION_HEADER="0"
    export CLAUDE_CODE_DISABLE_1M_CONTEXT="1"
    export CLAUDE_CODE_DISABLE_ADAPTIVE_THINKING="1"
    claude "$@"
}

Разберем, за что отвечают ключевые переменные:

ANTHROPIC_BASE_URL и ANTHROPIC_AUTH_TOKEN перенаправляют Claude Code на наш локальный сервер LM Studio. Значение lmstudio в токене – это просто заглушка, так как по умолчанию сервер авторизации не требует.
ANTHROPIC_MODEL и три переменные DEFAULT_*_MODEL заставляют Claude Code использовать Gemma 4 вместо привычных Opus, Sonnet или Haiku. Без этого инструмент попытался бы вызвать родные модели Anthropic, о которых LM Studio ничего не знает.
CLAUDE_CODE_SUBAGENT_MODEL гарантирует, что даже дочерние агенты, которые Claude Code любит плодить для подзадач, будут работать через нашу локальную модель.
CLAUDE_CODE_AUTO_COMPACT_WINDOW и CLAUDE_AUTOCOMPACT_PCT_OVERRIDE управляют механизмом сжатия контекста. При окне в 48K очистка триггерится на отметке 90%, чтобы мы не уперлись в лимит в самый ответственный момент.
API_TIMEOUT_MS выставлен с огромным запасом (около 8 часов), поскольку локальный инференс всё же медленнее облака и сложным задачам нужно время, чтобы прогрузиться.
BASH_DEFAULT_TIMEOUT_MS и BASH_MAX_TIMEOUT_MS увеличивают время ожидания для команд оболочки до 40–42 минут – на случай долгих операций.
CLAUDE_CODE_MAX_OUTPUT_TOKENS ограничивает ответ модели 8 тысячами токенов, что помогает держать время генерации в рамках разумного.
CLAUDE_CODE_DISABLE_1M_CONTEXT и CLAUDE_CODE_DISABLE_ADAPTIVE_THINKING отключают фишки оригинального API, которые наша локальная модель пока не поддерживает.

После того как добавите этот блок в ~/.zshrc и примените изменения командой source ~/.zshrc, локальную сессию можно будет запустить простой командой:

claude-lm

Всё работает в точности как в оригинале, но с одной важной поправкой: ни один байт не покидает ваш компьютер. Конечно, 51 ток/с – это не облачные скорости и при генерации огромных кусков кода придется немного подождать. Зато для код-ревью, точечных правок и исследования проекта это идеальный вариант.

Что я вынес из этого опыта

Архитектура MoE – идеальный выбор для локального запуска. Gemma 4 26B-A4B (26 млрд параметров всего, 4 млрд активных) выдает качество плотной 10-миллиардной модели при затратах ресурсов как у 4-миллиардной. Если ищете, что запустить у себя, присматривайтесь в первую очередь к подобным группам экспертов.

Консольный демон в корне меняет рабочий процесс. До версии 0.4.0 LM Studio требовала постоянно открытого окна приложения. Теперь же lms daemon up тихо работает в фоне, а вы общаетесь с системой исключительно через консоль или API. Это открывает дорогу к развертыванию на серверах и работе через SSH.

Длина контекста – главный рычаг управления памятью. Сама модель стабильно съедает около 17,6 ГиБ. Вес контекста растет линейно, так что вы можете математически точно выбрать баланс между объемом памяти и глубиной памяти модели.

Флаг --estimate-only бережет нервы. Всегда проверяйте аппетиты модели перед загрузкой, особенно если замахиваетесь на большой контекст. Это секундное дело спасет вас от внезапного падения системы из-за нехватки памяти (OOM).

Эндпойнт, совместимый с Anthropic, – это прорыв. Возможность подсунуть Claude Code локальную модель через простой алиас позволяет мгновенно переключаться между облаком и собственным сервером. Приватное код-ревью, работа в самолете или просто экономия на API – плюсы очевидны.

С чем возникли сложности

Gemma 4 не узнает себя в лицо через lms chat. На вопрос “Кто ты?” она скромно отвечает, что она – “ИИ-помощник”. Это ограничение системных промптов в LM Studio, а не вина самой модели; проблему можно решить, прописав кастомный системный промпт.

Стандартный контекст в 48K выглядит слишком осторожным для модели, которая тянет 256K. Если оперативная память позволяет, лучше сразу выставлять значения повыше, особенно для анализа увесистой документации или целых репозиториев.

Локальный Claude Code пока не может стать полноценной заменой облачному API. Сложные многоходовые задачи, требующие глубоких раздумий или гигантского контекста, со временем упираются в потолок возможностей локальной архитектуры. Такая связка лучше всего подходит для локальных, четко очерченных задач.

Нагрузка на 48-гигабайтный мак при запущенной Gemma 4 ощущается физически. Во время тестов система выедала 46,69 ГБ из 48 ГБ, активно задействуя еще 27 ГБ в файле подкачки. Если планируете параллельно работать в других тяжелых программах, готовьтесь к тому, что своп будет похрустывать. Для комфортной жизни в таком режиме лучше смотреть в сторону моделей с 64 ГБ ОЗУ и выше.

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12 апр. 2026 г.

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A woman added me on Facebook, and after she suggested we become friends, we started communicating. Over time, she introduced me to a crypto trading platform called btctradingfx.com. She shared a lot of information about it, along with screenshots that made the platform seem trustworthy. Convinced by her claims, I decided to give it a try. I was promised a 10% weekly return, so I made an initial investment of $500. To my surprise, I received $5,000 back. That success encouraged me to invest more, so I put in $20,000. But when I tried to withdraw my funds, I was denied access and told I needed to deposit even more money before I could make a withdrawal. In the end, I lost a total of $43,850. It was an extremely difficult and painful experience. Fortunately, I later found a professional recovery service called ResQprofirm while searching on Google. I contacted them and provided all the evidence I had. They took my case seriously and were able to track down and recover my capital from the platform, which had been inaccessible for a long time. If you find yourself in a similar situation, you might consider reaching out to them via email at [email protected] or on WhatsApp at +19852969146, Telegram @resqprofirm Thank you, ResQPro, for your support.
15.06.26 13:05 James willson

The Most Credible Crypto Recovery Service: RESQPROFIRM RESQPROFIRM is a reliable, legitimate company that helps recover lost cryptocurrency assets. After weeks of doubting whether my lost BTC could ever be restored, I realized how widespread crypto scams have become. Caution is essential when dealing with strangers online, especially about money. While recovering stolen crypto is possible, avoiding fake "recovery companies" is just as important. Real hackers work discreetly and don't advertise openly. I was scammed multiple times while desperately seeking help. Finally, a friend introduced me to RESQPROFIRM—a trustworthy, discreet team. They handle everything from website security to crypto asset recovery. With their help, I recovered $320,000 in USDT within a week. Their professionalism, discretion, and speed were outstanding. If you've been compromised, don't lose hope—but beware of fraudsters posing as saviors. RESQPROFIRM are true professionals. I'm living proof. Contact them at [email protected], WhatsApp +19852969146, or Telegram @resqprofirm.
15.06.26 13:06 Tansy

Lost $18,500 to a fake Elon Musk crypto giveaway. Sent ETH, got nothing. Recovery pages demanded more gas fees. I stopped believing. FuNds rEtRiEveR on Te.le_gram was the real one. Email: [email protected] – WhatsApp: +1 603 512 1448
15.06.26 13:08 Sarahy billy

A REAL EXPERIENCE, EVERYONE ... PLEASE BE CAREFUL ONLINE A few weeks ago, I lost around $64,000 to a fake crypto trading platform. I was drawn in by the promise of earning 15% profit daily. It was a devastating time—I struggled to pay my bills and was financially ruined. I eventually opened up to a close friend, who recommended a crypto recovery team with highly effective methods. I contacted them, and they successfully recovered all my stolen digital assets with ease. Their service was excellent, and they acted quickly—within just 5 working days, they tracked down the scammers and returned my funds. I strongly urge anyone facing investment theft or similar issues to reach out to this team for the right solution and avoid losing large sums to fraudsters... Email: Resqprofirm @aol.com WhatsApp: +19852969146, telegram @resqprofirm
15.06.26 13:12 Cole donald

"I strongly recommend RESQPRO FIRM to anyone trying to recover lost cryptocurrency assets, including Bitcoin, USDC, USDT, Ethereum, and Trump Coin. Like many others, I was shocked to learn that crypto holdings can be stolen even when private keys are carefully protected. After a sophisticated hack wiped out my entire portfolio, I felt completely helpless. Fortunately, I was referred to RESQPRO FIRM. Their team understood the complexity of my situation and successfully recovered my funds. They were responsive, communicated clearly, and followed a careful, step-by-step process—which gave me a lot of reassurance during a stressful time. If you've experienced a similar financial loss, I encourage you to reach out to them. Their professionalism and ethical hacking skills exceeded my expectations." Contact Info: · WhatsApp: +1 (985) 2969146 · Email: [email protected] · Telegram: Resqprofirm
15.06.26 13:16 Meral Yetkiner

I recently lost $38,000 to an online platform. Initially, they requested additional deposits to grant me access to my portfolio. Despite complying, my withdrawal requests were repeatedly denied, and they continued asking for more funds. Suspecting fraudulent activity, I ceased further payments and promptly reported the matter to ResQProfirm, a firm I discovered through Google. They listened to my situation, initiated communication regarding the sequence of events, and requested all relevant evidence to support their investigation. Through their dedicated efforts, they successfully traced and recovered my funds. I extend my thanks to ResQProfirm at [email protected] and via WhatsApp at +19852969146. I urge everyone to exercise caution and thoroughly research any platform before investing.
15.06.26 13:18 Silas Olsen

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]. They are a legitimate team that helps victims of online crypto scams using advanced tools.
15.06.26 13:59 Ewaguz

If a binary options broker refuses your withdrawal, do not pay any "verification fees" or "tax fees." These are lies designed to extract more money. Stop communicating with their support team – they are trained to stall. Instead, immediately document every transaction, screenshot your account balance, and contact a professional recovery specialist. BinaryBook stole €14,500 from me before I learned this. FundsRetriever traced the deposits and recovered everything within two weeks. Do not wait. Do not pay more fees. Act now. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:16 Martina k.

Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:18 Garrison Good

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then hire a forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:22 Sallymarch

Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:23 Glennrobble

If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:25 Evan Garrison

Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:26 Ewaguz

That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
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

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.
15.06.26 17:03 Andrea Escalante

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t
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

I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.
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

It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]
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.
26.06.26 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
26.06.26 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
26.06.26 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
26.06.26 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.
26.06.26 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.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

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
28.06.26 00:37 kimberlyhebertt673

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
29.06.26 11:57 Lisadonato0726

For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 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
30.06.26 15:08 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
02.07.26 01:22 Lieneke Bonnema

I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
02.07.26 01:26 Clara Morin

I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
02.07.26 01:31 Robin Hale

I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm
04.07.26 15:32 Fraddy Pual

There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
05.07.26 14:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.07.26 14:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.07.26 16:20 Olga Ognjanović

Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146
06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 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
07.07.26 18:01 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
09.07.26 19:06 Toivo Walli

I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
09.07.26 19:10 Misty Alexander

Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted recovery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
09.07.26 19:13 Clara Soto

Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable recovery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
12.07.26 03:30 Kora Baltacha

Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].
12.07.26 03:33 Pahal Mathew

It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]
13.07.26 23:49 [email protected]

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16.07.26 21:38 patricialovick86

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:54 kimberlyhebertt6877

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