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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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  • 06.07.26 16:33 Jaran Løvlien

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  • 07.07.26 18:00 robertalfred175

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  • 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

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  • 09.07.26 19:10 Misty Alexander

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  • 09.07.26 19:13 Clara Soto

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  • 12.07.26 03:30 Kora Baltacha

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 17.07.26 19:24 laimqq90

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 17:42 پریا رضایی

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  • 18.07.26 17:46 Adem Akışık

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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

  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

    A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 03.08.26 20:06 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

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    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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