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Два AMD Strix Halo в AI‑инфраструктуре: 34 контейнера на одном, ~70 tok/s Qwen3.6 на другом

На узле моей AI‑платформы крутятся 34 контейнера: Dify, RAGFlow, векторные базы, мониторинг и SSO. Большой языковой модели среди них нет: основную генерацию стек получает по LAN с DGX Spark. На втором таком же мини‑ПК я отдельно поднял локальную Qwen3.6–35B‑A3B и прогнал серию замеров от 1K до 64K при контекстном окне 256K.

Обе машины — Beelink GTR9 Pro на Ryzen AI Max+ 395 (Strix Halo). Ниже — что эти коробки реально умеют: 117,4 ГиБ GTT после настройки ttm.pages_limit, p50/p95 локальных эмбеддингов и реранка, около 70 tok/s генерации через Vulkan/RADV и три грабли gfx1151.

Что я хотел проверить

Держит ли машина полный Docker‑стек приватной AI‑платформы в непрерывной работе.
Есть ли linux/amd64‑образы для всего каталога, или придётся собирать своё.
Работает ли Radeon 8060S (gfx1151) через Vulkan как основной путь инференса.
Сколько из 128 ГБ общей памяти реально достаётся GPU и какой настройкой.
Пригодны ли локальные эмбеддинги и реранкер для рабочего RAG‑пайплайна.
Какие ограничения у ROCm и мониторинга на этой платформе.

Стенд и рабочая связка версий

Оба узла одинаковы по железу и системному ПО:

Параметр	Значение
Машина	Beelink GTR9 Pro
APU	Ryzen AI Max+ 395 (Strix Halo)
CPU	16C/32T Zen 5
GPU	Radeon 8060S, 40 CU RDNA 3.5, `gfx1151`
Память	128 ГБ LPDDR5X (единый пул)
Накопитель	NVMe Crucial P310 2 ТБ
ОС	Ubuntu 24.04.4 LTS
Ядро	6.17.0–35-generic (HWE)
Mesa / RADV	25.2.8
ROCm	7.2.3 (установленная и проверенная версия стенда)
BIOS	GTRPR05; выделенная в BIOS память GPU (UMA) — 512 МиБ
linux‑firmware	20240318.git3b128b60-0ubuntu2.27 (пакет Ubuntu 24.04)
GTT	`ttm.pages_limit=30788203` страниц: 117,4 ГиБ системной памяти для GPU; применяется после перезагрузки
Режим питания	BIOS‑профиль не фиксировался; производитель заявляет режимы 120/140 Вт

Роли узлов разделены, поэтому измерения в статье не смешиваются:

Узел	Роль	Что измерялось
Strix‑A	сервисный слой, 34 контейнера	снимок ресурсов, лимиты, GTT‑настройка, embed/rerank, история рестартов
Strix‑B	локальная Qwen3.6–35B‑A3B	prompt processing, decode, память модели, температура и мощность

Во время замеров на Strix‑B в GTT постоянно находились два llama‑сервера стороннего проекта: модели 8B Q5_K_M и 4B Q8_0. Вместе с прочими буферами они занимали 11,8 ГиБ GTT. Запросов к ним не было, а загрузка GPU в паузах составляла 0%.

Что реально запустилось: 34 контейнера (Strix‑A)

В выбранной конфигурации работают 34 контейнера:

Dify: api, worker, web, plugin‑daemon и sandbox; отдельно Docling;
RAGFlow с MySQL, Elasticsearch и MinIO;
Milvus с etcd и отдельным MinIO, а также PostgreSQL и Redis;
llama‑embed и llama‑rerank;
Prometheus, Grafana, Loki, Alloy, cAdvisor, Alertmanager и три экспортёра;
Authelia, Traefik, n8n, Phoenix, Open WebUI, Portainer, SSRF‑прокси и Docker socket proxy.

Векторное хранилище этой конфигурации: Milvus. Qdrant и Weaviate есть в каталоге, но на этом узле не выбраны.

Ещё три контейнера находятся вне выбранной конфигурации: ASR‑сервис, туннель и отдельный экземпляр БД агентов. Детектор дрейфа (расхождения фактического состояния узла с выбранной конфигурацией) видит их и требует явного решения: импортировать в развёртывание или удалить.

Radeon 8060S обслуживает две GPU‑задачи через llama.cpp/Vulkan: bge-m3-Q8_0 для эмбеддингов и bge-reranker-v2-m3-Q8_0 для реранка. Остальные сервисы работают на CPU. Генерация приходит со Spark через OpenAI‑совместимый API по локальной сети.

Стек развёрнут 7 июня. Хост перезагружался 25 июня, после чего контейнеры автоматически поднял systemd‑юнит. 30 июня Dify пересоздавался при плановом обновлении. 5 июля перезапускался демон Docker; благодаря live‑restore контейнеры продолжили работу.

На 10 июля аптайм хоста составлял 15 дней, а большинство контейнеров работали с 25 июня. У текущих экземпляров 33 контейнеров из 34 RestartCount=0; у dify‑plugin‑daemon значение равно 5. Это не полная история месяца, потому что пересоздание Dify 30 июня завело новые экземпляры и обнулило их счётчики.

После перезапуска демона с live‑restore команда docker ps показывала Up 46 hours, хотя контейнеры фактически стартовали 25 июня. В этом случае время запуска я сверял через docker inspect … State.StartedAt; колонка STATUS вводила в заблуждение.

Снимок ресурсов сделан 10 июля одной командой docker stats --no-stream; проценты просуммированы. Память в docker stats представляет working set, который показывает CLI, а не сумму RSS. Поэтому её нельзя складывать с MemAvailable.

Контейнеры стека заняли около 21 ГиБ памяти.
Суммарный CPU составил около 4% по шкале Docker, где 100% соответствует одному логическому CPU. В этом снимке это примерно 0,04 полностью занятого ядра.
Среднее значение load average за минуту: 1,49 при 32 логических CPU. Это число runnable‑ и uninterruptible‑задач, а не процент загрузки. Длительный замер через mpstat я не проводил.
Ядро оценивало 98,8 из 124,9 ГиБ как доступные без активного ухода в swap.
В простое GPU держался на 43°C, gpu_busy_percent был равен 0.

Месяц работы уже выходит за рамки короткого smoke‑теста, но работой под нагрузкой его считать нельзя: трафик всё это время был небольшим.

Запас по лимитам под нагрузкой

У каждого сервиса в каталоге прописан mem_limit. Я прогнал 90 секунд конкурентной нагрузки (4 параллельных потока эмбеддингов батчами по 32 плюс 2 потока реранка) и снял docker stats в середине:

Контейнер	Занято / лимит	лимита
dify‑sandbox	973 МиБ / 1 ГиБ	95%
alloy	341 МиБ / 512 МиБ	67%
dify‑plugin‑daemon	1,27 ГиБ / 2 ГиБ	64%
elasticsearch	4,7 ГиБ / 8 ГиБ	58,5%
openwebui	1,12 ГиБ / 2 ГиБ	56%
llama‑embed (под нагрузкой)	1,4 ГиБ / 8 ГиБ	18%
llama‑rerank (под нагрузкой)	0,8 ГиБ / 8 ГиБ	10%
остальные	—	< 55%

Ближе всех к своему потолку оказался dify‑sandbox: 95% в одном снимке. Нагрузка шла на embed/rerank и не затрагивала sandbox. Поэтому сначала нужно проверить его memory.current, memory.peak и memory.events, а затем прогнать нагрузку с выполнением кода. Одного снимка недостаточно, чтобы автоматически повышать лимит.

Низкие значения docker stats у GPU‑сервисов не означают малый расход GPU‑памяти. Под нагрузкой Radeon была загружена на 100%, температура достигала 60°C, а power1_average показывал около 120 Вт на уровне APU/socket. Docker CLI вычитает inactive_file из отображаемого значения, а отдельный объём занят в GTT. Сопоставление cgroup и GTT приведено в разделе про генерацию.

Как Strix Halo отдаёт 128 ГБ: TTM, а не только BIOS

Ключевой момент, без которого стенд не воспроизвести. Снимок с работающего Strix‑A:

MemTotal:     131014476 kB   # 124.9 GiB
MemAvailable: 103555740 kB   #  98.8 GiB при 34 работающих контейнерах
mem_info_vram_total:  0.5 GiB   # выделено в BIOS (UMA), минимально
mem_info_gtt_total: 117.4 GiB   # GTT-пул, из которого GPU берёт память

117,4 ГиБ не являются значением по умолчанию. GTT (Graphics Translation Table) — пул системной памяти, которую драйвер отображает для GPU; управляет им TTM, подсистема памяти GPU в ядре Linux. Без настройки размер GTT на этой платформе обычно составляет примерно половину системной памяти. Параметр ttm.pages_limit=30788203 задаёт максимальное число системных страниц, которое TTM может отобразить для GPU. Наша Ansible‑роль установки вычисляет его как 94% RAM; после перезагрузки это значение появляется в mem_info_gtt_total.

AMD рекомендует для большого GPU‑пула оставить минимальную выделенную в BIOS память и увеличить pages_limit. Фактическая командная строка ядра:

$ cat /proc/cmdline
... amd_iommu=off ttm.pages_limit=30788203 ttm.page_pool_size=30788203 zswap.enabled=0 ...

ttm.page_pool_size управляет кэширующим пулом WC/UC/DMA‑страниц TTM и не задаёт размер GTT. В нашей роли он выставлен тем же числом, но это отдельная настройка. То же относится к zswap.enabled=0 и amd_iommu=off.

Отключение IOMMU влияет на DMA‑изоляцию и виртуализацию, поэтому этот параметр нельзя без проверки переносить на хост с виртуальными машинами или PCI passthrough. Отдельный эффект от него на производительность этого стенда не измерялся. Для большого GTT из перечисленного обязателен только pages_limit; остальные параметры не образуют универсального пресета.

CPU‑контейнеры и GPU‑нагрузка используют один физический пул и конкурируют как за объём, так и за пропускную способность памяти. MemAvailable оценивает, сколько памяти система может выделить без активного ухода в swap; это не гарантированная квота для следующего выделения памяти GPU. На момент снимка у полного сервисного стека оставался большой запас общей памяти.

Как завёлся GPU: RADV основной, ROCm запасной

На Spark мы были привязаны к конкретной ветке проприетарного драйвера; эту историю я разбирал отдельно. На Strix Halo вопрос стоял иначе: какой GPU‑путь достаточно стабилен для постоянного сервиса.

Для наших узлов основным путём стал Vulkan через RADV. Открытый Mesa‑драйвер обновляется штатным apt upgrade:

Available: ['vulkan', 'rocm', 'cpu']
Selected:  vulkan / llama_cpp
Device:    AMD Radeon 8060S (Strix Halo, gfx1151)
Memory:    117.4 GiB
  driver_id: DRIVER_ID_MESA_RADV     mesa_version: 25.2.8
  cooperative_matrix: True           is_strix_halo: True
  engine_implementation: llama-cpp-python (GGML_VULKAN)

cooperative_matrix: True означает, что устройство и сборка позволяют llama.cpp использовать шейдеры cooperative matrix. Разницу с отключённым путём я не измерял, поэтому эта строка подтверждает наличие возможности, а не конкретный прирост. За время работы узлов фиксировать Mesa на одной версии не пришлось.

ROCm установлен как запасной путь. AMD впервые включила gfx1151 и Ryzen AI Max+ 395 в матрицу поддержки ROCm для Ryzen начиная с 6.4.4. Текущая официальная матрица документирует ROCm 7.2.1 на Ubuntu 24.04 с ядрами, содержащими необходимые KFD‑исправления.

На наших узлах установлен более поздний пакет 7.2.3 из официального репозитория, и эта конфигурация проверена локально. gfx1151 определяется штатно, поэтому HSA_OVERRIDE_GFX_VERSION не используется. Это результат конкретного стенда, а не обещание для любого дистрибутива.

Три грабли gfx1151

1. ROCm требует точного сочетания версий. На наших узлах проверена следующая комбинация: Ubuntu 24.04.4, HWE‑ядро 6.17.0–35, ROCm 7.2.3 и пакет linux-firmware 20240318.git3b128b60-0ubuntu2.27.

Считать её универсальным минимумом нельзя. AMD отдельно оговаривает версии ядра для gfx1151, а отчёты сообщества связывают некоторые снимки firmware из upstream с регрессиями на Strix Halo, в частности 20251125. Номер Ubuntu‑пакета с базой 20 240 318 и дистрибутивными backports нельзя напрямую сравнивать с датой upstream‑снимка. Для воспроизведения важна полная версия пакета.

Для ROCm 7.1 публично описан GPU hang при одновременной AI‑нагрузке и аппаратном кодировании видео (ROCm/ROCm#5665). Issue закрыт, но публичное обсуждение не позволяет связать исправление именно с ROCm 7.2.3. Этот случай показывает, насколько чувствительна вся связка ядра, firmware и userspace.

2. amd-smi не видит метрики, которые доступны в sysfs. На gfx1151 amd-smi возвращает N/A по ключевым показателям; проблема описана в открытом ROCm/ROCm#6035. Официальный AMD Device Metrics Exporter рассчитан на MI2xx/MI3xx, поэтому на эти узлы мы его не ставим.

Температура, мощность и загрузка доступны через sysfs/hwmon. Номер hwmonN меняется между загрузками, поэтому рабочий скрипт перебирает card* и выбирает устройство с vendor ID AMD 0x1002. На этом хосте Radeon соответствует card0:

/sys/class/drm/card0/device/hwmon/hwmon*/temp1_input      → 50000   (50°C)
/sys/class/drm/card0/device/hwmon/hwmon*/power1_average   → ~40 Вт  # scope: APU/socket, не отдельный iGPU
/sys/class/drm/card0/device/gpu_busy_percent              → 0…100

Короткий скрипт преобразует эти значения в textfile‑формат для node‑exporter, после чего их забирает Prometheus. Решение проверено на нашей текущей связке amdgpu и sysfs и не зависит от полноты amd-smi. power1_average не показывает изолированное потребление iGPU; потребление всей машины из розетки также не измерялось.

3. Неверное имя ICD‑манифеста отключает GPU без явной ошибки. В образе llama.cpp server‑vulkan RADV‑манифест называется radeon_icd.json. Привычного Debian‑multiarch имени radeon_icd.x86_64.json там нет. Если указать отсутствующий файл в VK_DRIVER_FILES, Vulkan loader не находит драйвер.

Эту проблему мы обнаружили на работающем узле. Строка loaded Vulkan backend подтверждает только загрузку библиотеки, поэтому проверка состоит из двух частей: llama.cpp должен перечислить устройство и сообщить о выгрузке слоёв на GPU (offload).

llama_prepare_model_devices: using device Vulkan0 (Radeon 8060S Graphics (RADV STRIX_HALO))
load_tensors: offloaded 25/25 layers to GPU

Сервис считается работающим на GPU только после обеих проверок. Опираться на одну фиксированную строку нельзя, потому что формат логов меняется между версиями llama.cpp.

Эмбеддинги и реранкер: p50/p95 (Strix‑A)

Образ llama.cpp: server-vulkan-b9049. Embed‑сервис запущен с --pooling cls, --ctx-size 8192, --parallel 4, KV f16 и -ngl 999.

Использовались две модели:

lm-kit/bge-m3-gguf, файл bge-m3-Q8_0.gguf, SHA-256 6fae7a1e5c8039c7aff595830fc7b5551b4426bc679f5e526f737e2f63811afa;
gpustack/bge-reranker-v2-m3-GGUF, файл bge-reranker-v2-m3-Q8_0.gguf, SHA-256 a43c7c9b11a4c1517e5bf95151960e1621d1b72f7a493364b01e386cf1aaa1d3.

Запросы выполнялись с localhost без reverse proxy. Для каждой точки использовался один и тот же русский текст примерно на 40 слов: 5 прогревочных и 50 измерительных повторов. В rerank‑тесте длина 1840 токенов взята из usage.prompt_tokens ответа сервера. Лог загрузки подтверждает offloaded 25/25 layers to GPU.

Задача	p50	p95
embed, 1 текст	11,9 мс	12,3 мс
embed, батч 32 текста	182 мс	184 мс
rerank, запрос + 20 документов (1840 токенов)	141 мс	142 мс

Температура составляла 43°C в простое и 53–60°C во время 75-секундного цикла embed+rerank при загрузке GPU 88–90%. Через 10 секунд после остановки теста она снизилась до 51°C. Это короткий тест, а не проверка многочасового теплового режима.

В нашем сценарии с небольшой параллельностью около 140 мс на реранк двадцати кандидатов не являются доминирующей задержкой. Поведение под параллельными клиентами и p99 не измерялись.

Qwen3.6–35B‑A3B: окно 256K, измерения до 64K (Strix‑B)

На втором узле установлена локальная LLM для автономной работы без Spark. Пока писалась статья, контейнер был остановлен ради другого проекта. Я снова запустил его и провёл отдельный тест.

Методика. Конфигурация Strix‑B приведена выше; режим питания BIOS не фиксировался.

Образ: ghcr.io/ggml-org/llama.cpp:server-vulkan-b9049@sha256:e359c01203861cf1d802795b8d443ed44660b6ff3f61ba04d7de6ead781c580a.

Модель: 0xSero/Qwen3.6-35B-GGUF, файл Qwen3.6-35B-A3B-Q4_K_M.gguf, около 20 ГБ, SHA-256 1d8eda2b6616d1b163d3b8cf9e0ba2cb627b98fe8553190e3183e1553ec82130. Автор GGUF‑сборки публикует для этого файла 70,2 tok/s на том же классе железа: Ryzen AI Max+ 395, Vulkan, KV q8_0, batch/ubatch 2048. Это независимая проверка порядка величины.

Сервер запущен с -ngl 999, --flash-attn on, KV q8_0 для K и V, batch/ubatch 2048, --no-mmap, --ctx-size 262144 и --parallel 1. Vision projector и MTP (multi‑token prediction) не использовались.

Запросы отправлялись в raw POST /completion без шаблона чата (chat template). Поэтому это тест режима completion, а не штатного чат‑режима Qwen с рассуждениями (thinking). Переключатель enable_thinking не применялся. В некоторых длинных ответах при t=0.7 модель генерировала <think>‑блоки; для измерения это обычные выходные токены, отдельно их не вычитали.

Параметры контекстного теста: n_predict=128, temperature=0, cache_prompt=false. Seed не задавался.

Промпты формировались через /tokenize и /detokenize. В таблице указана фактическая длина из ответа сервера (timings.prompt_n). Для каждой точки выполнено по два прогона; значения различались не более чем на 2%, поэтому в таблице приведено среднее. Для 64K был один прогон без оценки разброса.

ignore_eos не задавался, а tokens_predicted и stop_type не сохранялись. Поэтому значения decode в контекстном тесте следует считать ориентировочными. Порядок величины дополнительно подтверждают длинные прогоны на 1024 и 2048 выходных токенов.

PP в таблице означает prompt processing, то есть обработку промпта; столбец «Prompt processing, с» содержит серверное prompt_ms, а не клиентский TTFT (time to first token — время до первого токена). Decode — этап генерации выходных токенов.

Промпт, токенов	Prompt processing, с	PP, tok/s	Decode на этой глубине, tok/s
1 006	0,91	1 100	70,5
4 078	4,4	935	69,2
8 174	9,0	905	67,8
16 366	19,4	843	65,5
32 749	44,5	735	61,4
65 518	116,9	561	54,2

TTFT в стриминге измерялся отдельно: 1,01 с при 1K и 8,96 с при 8K. Разница с prompt_ms составила около 0,1 с в обе стороны, но этот тест не разделяет сетевые, клиентские и серверные накладные расходы.

Рабочие сценарии в дополнение к замерам по глубине:

Сценарий	Результат
Генерация кода: потокобезопасный LRU‑кэш с TTL, типизацией и pytest (1024 токена кода, промпт 71 токен)	70,3 tok/s; модель сгенерировала типизированную реализацию с `RLock` и `OrderedDict` плюс pytest‑тесты; сами тесты отдельно не запускались
Длинная генерация: разбор 8K‑промпта, 2048 токенов, `t=0.7`	средняя скорость за 2048 выходных токенов: 67,1 tok/s; остановок, ошибок и видимых замираний не было
Загрузка GPU при decode; `power1_average` (APU/socket)	96–97%; 52–53°C; 77–85 Вт
Загрузка GPU при PP на 64K; `power1_average` (APU/socket)	100%; 62–67°C; 101–104 Вт

Память модели: cgroup, Docker CLI и GTT. У экземпляра Qwen, на котором выполнялись тесты, memory.current составлял 18,63 ГиБ, а memory.peak достигал 19,77 ГиБ. В то же время docker stats показывал 1,5 ГиБ, а общий mem_info_gtt_used узла составлял 39,5 ГиБ.

После docker stop значение GTT стабилизировалось на 11,8 ГиБ, которые занимали фоновые задачи соседнего проекта. Разница составила 27,7 ГиБ GTT.

В логах llama.cpp указано около 25,4 ГиБ буферов: 19,4 ГиБ весов (19 902,9 MiB), 2,7 ГиБ KV и примерно 3,3 ГиБ рабочих буферов. Оставшиеся ~2,3 ГиБ в этом логе не расшифрованы. Они могут относиться к дополнительным выделениям памяти бэкенда или драйвера либо к разнице во времени измерений.

Контрольный замер после перезапуска контейнера показал другую картину. Модель снова находилась в GTT, но memory.current составлял всего 0,59 ГиБ: anon 0,57 ГиБ и inactive_file 0,01 ГиБ. В этом запуске GTT‑страницы модели почти не учитывались в memory cgroup (memcg) контейнера. Значительная часть 18,6 ГиБ прежнего экземпляра, вероятно, приходилась на страничный кэш после чтения 20-гигабайтного файла модели. Именно его (inactive_file) docker stats вычитает из отображаемого значения.

memory.current и mem_info_gtt_used описывают разные уровни учёта. На этом стенде нужно наблюдать оба показателя вместе с memory.events, а GPU‑память планировать по mem_info_gtt_used. Этот вывод относится к конкретной связке ядра, amdgpu и бэкенда.

GTT почти не менялся при заполнении контекста, потому что сервер был запущен сразу с окном 256K и выделил максимальные буферы при старте.

Почему KV занимает только 2,7 ГиБ при окне 256K. В карточке модели указано 40 слоёв, организованных в десять групп, в каждой — три слоя Gated DeltaNet и один обычный attention. Классический KV‑кэш нужен только десяти attention‑слоям, у каждого по две KV‑головы размерностью 256.

С учётом служебных данных q8_0 занимает примерно 1,0625 байта на элемент: 34 байта на блок из 32 значений. Расчёт 262 144 × 10 × 2 × 256 × 2 × 1,0625 даёт около 2,66 ГиБ — ровно те 2 720 MiB, что сервер сообщил в логе.

В карточке модели указано 40 transformer‑слоёв. Строка offloaded 41/41 layers to GPU отражает внутренний счётчик объектов offload в этой сборке llama.cpp, а не другую спецификацию модели.

Интерпретация. Скорость decode уменьшается примерно на 13% к 32K и на 23% к 64K. Для интерактивной работы сильнее влияет обработка промпта: её время выросло с 0,9 до 116,9 секунды. Сценарий «загрузить книгу и сразу задать вопрос» без кэша префикса становится некомфортным.

При сохранённом кэше префикса повторные запросы с тем же началом могут не пересчитывать весь документ. Такой кэш не постоянен: он вытесняется и теряется при перезапуске. Глубину больше 64K я не измерял. По экстраполяции текущей кривой один прогон на 128K занял бы несколько минут только на обработку промпта.

Около 70 tok/s на модели с 35 млрд параметров объясняются MoE: на каждом токене активны примерно 3 млрд параметров, поэтому объём чтения весов заметно меньше полного размера модели. Для плотной модели с весами около 20 ГБ идеализированная оценка по пропускной способности 256 ГБ/с даёт примерно 12 tok/s. Это верхняя граница, а не результат измерения.

Аудит образов: коротко

В каталоге платформы 47 сервис‑дескрипторов. Три образа собираются локально, 44 загружаются из registry. После дедупликации общих образов осталось 40 уникальных внешних пинов. Аудит проводился по digest, которые фактически использует рантайм, а не по изменяемым тегам. Результат на 10 июля 2026 года, commit e04aad6:

linux/amd64: 40 из 40 пинов; специальные ARM‑сборки инфраструктурных сервисов для этих узлов не нужны;
linux/arm64: 37 из 40. Поддержки arm64 нет у upstream‑образа RAGFlow, нашего hotfix‑пина MinIO и пина Squid, зафиксированного на одну архитектуру; upstream‑тег Squid при этом мультиархитектурный;
у трёх тегов текущий digest не совпал с пином. Это pgvector:pg17, squid:7.2-26.04_edge и elasticsearch:8.19.16. Для Squid с пином сравнивался amd64-манифест из текущего OCI‑индекса — объекты одного уровня. Про Elasticsearch можно утверждать только, что тег сейчас ведёт не на наш digest. Без исходной записи на момент пиннинга нельзя доказать, что semver‑тег был передвинут.

На развёртывание эти расхождения не повлияли, потому что рантайм использует digest.

Все 40 пинов лежат в дескрипторах открытого репозитория; каждый проверяется одной командой docker buildx imagetools inspect <repo>@sha256:<digest>.

Что осталось на Spark и как машины связаны

Основная модель работает на паре DGX Spark; связку по 200G я разбирал в статье про multi‑user. Сервисный стек обращается к ней через OpenAI‑совместимый API по локальной сети.

В обычной Compose bridge‑сети контейнеры находят друг друга по имени сервиса. Например, http://llama-llm:8080/v1 использует Docker DNS. Между независимыми Compose‑хостами такое имя не резолвится, поэтому нужен опубликованный LAN‑адрес или FQDN. Исключение составляет специально настроенная multi‑host overlay‑сеть, которой у нас нет.

Публичный URL за аутентификацией для машинного API тоже не подходит. Неавторизованный запрос получает редирект на страницу входа, и клиент не подключается.

Единой плоскости управления (control plane) у четырёх машин пока нет. Межхостовая оркестрация, переключение при отказе (failover) и откат всего кластера остаются экспериментальными. Сейчас это узлы с фиксированными ролями и LAN‑маршрутизацией.

Стек разворачивает переписанная платформа на валидируемых YAML‑дескрипторах с digest‑пинами — на смену прежнему Bash‑инсталлятору. Её архитектура и миграционные дефекты будут темой отдельной статьи.

Сравнение с DGX Spark: коротко, для контекста

	DGX Spark (GB10)	Beelink GTR9 Pro (Ryzen AI Max+ 395)
ISA	AArch64	x86-64
GPU‑стек	CUDA (проприетарный драйвер)	Vulkan/RADV (Mesa) + ROCm вторично
Память	128 ГБ unified, 273 ГБ/с	128 ГБ unified, ~256 ГБ/с (теор., 256-бит LPDDR5X-8000)
Роль у нас	генерация одной большой моделью	универсальный сервисный узел

Цены на 10 июля 2026 года: Spark с 128 ГБ / 4 ТБ стоил $4 699; GTR9 Pro с 128 ГБ / 2 ТБ предлагался за $4 349 по pre‑sale при зачёркнутой цене $4 699. Мощность блоков питания составляет 240 и 230 Вт. Потребление из розетки не измерялось, а прямых бенчмарков между машинами в статье нет: они выполняют разные роли.

Результат, ограничения и что не проверено

Работает. На Strix‑A запущены 34 контейнера выбранной конфигурации. Для всех 40 внешних пинов существует linux/amd64. Эмбеддинги и реранк выполняются на Radeon 8060S через RADV; p95 составил 12,3 мс для embed и 142 мс для rerank. На Strix‑B Qwen3.6–35B‑A3B показала 70,5 tok/s на коротком контексте и 54,2 tok/s на глубине 64K при окне 256K. В тесте генерации кода скорость была около 70 tok/s.

При работающем стеке ядро оценивало 98,8 ГиБ памяти как доступные. На момент снимка у 33 из 34 текущих экземпляров RestartCount был равен нулю; полная история месяца включает плановое пересоздание Dify 30 июня. Стек пережил перезагрузку хоста с автозапуском контейнеров через systemd‑юнит и перезапуск демона Docker с live‑restore. Аптайм хоста составлял 15 дней.

Ограничения. Мониторинг gfx1151 остаётся незрелым: amd-smi не отдаёт нужные метрики, поэтому используются данные sysfs. ROCm чувствителен к сочетанию ядра, firmware и userspace и остаётся запасным путём. Большой GTT требует настройки ttm.pages_limit и перезагрузки.

В одном снимке dify‑sandbox достиг 95% лимита; ему нужен отдельный тест с выполнением кода. dify‑plugin‑daemon имеет пять рестартов у текущего экземпляра. GPU‑память планируется по mem_info_gtt_used, а не по docker stats.

Не проверено. Потребление из розетки; фиксация режима питания BIOS; время полного подъёма стека с нуля на этом железе; глубина контекста за 64K и параллельные потоки генерации (--parallel 1); embed/rerank под конкурентными клиентами (p99); multi‑node‑режим как единый кластер; многочасовые тепловые режимы; сравнение производительности Vulkan и ROCm на этих задачах.

Strix Halo не заменил Spark как ускоритель основной LLM. Две одинаковые машины закрыли другие роли: плотный сервисный стек и локальный Vulkan‑инференс MoE‑модели. Основные ограничения связаны с мониторингом gfx1151 и чувствительностью ROCm к версиям ядра и firmware.

Для сервисного узла важнее оказались 128 ГБ общей памяти и обычная x86-64-экосистема, а не максимальная скорость GPU.

Код платформы открыт под Apache 2.0: github.com/botAGI/AGmind64 (упоминаемый commit e04aad6 — оттуда). Вопросы и найденные грабли обсудим в комментариях.

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13 июл. 2026 г.

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I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
14.06.26 15:37 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
14.06.26 16:34 Emmi Hakola

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
14.06.26 16:53 James willson

I lost $328,650 to a fraudulent website that claimed to be a legitimate investment platform offering high returns. I was drawn in by the desire to earn more for myself and my family. Unfortunately, by the end of 2024, I realized it was a scam when the broker stopped responding to my emails and messages. A colleague then introduced me to ResQPro Firm, and to my surprise, they were able to trace and recover my stolen funds. Contact them at: resqprofirm AT AOL dot com | WhatsApp: +1 985 296 9146 | Telegram: ResQproFirm
14.06.26 19:38 riley777

G`DAY, I lost more than 119,000 Australian dollars to a crypto scam and it took almost everything I had saved which left me feeling like I had no future. I was stuck. I did not know where to go or how to find the money again. The wallet company is no help at all and they make it so hard to see where the coins go once they leave your account so you just feel lost. I spent days looking for a way out. Then I saw a post for a person who finds stolen money. The ad said they can track any crypto that goes missing. I wanted to check if it was real. I sent an email to [email protected] +44//// 7476618364\ to see if they could help me get my funds back. They did an amazing job. My money was back in my account in less than a week after they did a fast search and return.
15.06.26 06:12 Evan Garrison

When investing in staking platforms, proceed with caution. If your funds are stolen by a fake staking pool, the experience can be very frustrating. Rather than giving in to frustration, it's important to act quickly to improve your chances of recovering your money. Unfortunately, many victims never get their money back because scammers are often in another country or using fake identities. However, in some cases, tracking the funds is easier, especially for smart contract forensics specialists. I lost €18,500 to StakeKing. FundsRetriever found a backdoor in the contract and recovered my stake. Contact [email protected], WhatsApp +1(603)5121(448), or Telegram FUNDSRETRIEVER for assistance.
15.06.26 06:25 Glenn robble

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 06:34 Sallymarch

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 get FundsRetrievers 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 06:38 Sallymarch

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 get FundsRetrievers 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 06:41 Ewaguz

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 12:49 Jason

Did a scammer take your money? Fake loan, crypto fraud, romance trap, phishing—they count on you feeling helpless. Prove them wrong. FundsRetriever recovers stolen digital assets fast. No upfront payment. Ever. Backed by the FBI, Interpol, and cybercrime units. Blockchain tracing, legal freezing, and full recovery—for Bitcoin, Ethereum, USDT, Ponzi schemes, you name it. Your move: get a free case review right now. Then forensics, legal action, and your funds back. ⏳ Time is everything. 📧 FUNDSRETRIEVER @ PROTON.ME 📞 +16035121448 (WhatsApp) 📱 Telegram: @FUNDSRETRIEVER
15.06.26 12:56 Hillary

As a blockchain forensic analyst, I’ve reviewed numerous recovery cases. Fundsretriever demonstrates proper on-chain tracing, evidence preservation, and legal coordination. Their methodology helped several of my clients retrieve stolen or stuck assets. Recommended for victims seeking verifiable solutions. 📧 [email protected] Telegram @FUNDSRETRIEVER WhatsApp +1 603 512 1448
15.06.26 13:03 Feliksa Stegniy

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]