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Как я запускал Qwen 3.5 на Mac: бенчмарк 8 локальных LLM-серверов. Кто быстрее?

Дано: MacBook Pro 16" M2 Max, 64GB unified memory, задача - гонять Qwen 3.5 35B moe локально как inference-сервер. Серверов для MLX - штук восемь, и каждый в README обещает «blazing fast». Я взял все, написал автоматический бенчмарк на восьми реальных задачах, прогнал пять итераций - и получил результаты, которые меня удивили.

гит моего бенча: https://github.com/yaruslove/qwen3.5-bench-8-mlx-server-mac

188c0ef49814964c24fa8062871cb8c7.png

Сразу сниму главный вопрос - «а почему не llama.cpp?» llama.cpp отличный и универсальный, но на Apple Silicon MLX стабильно быстрее на 10-30%, умеет настоящий continuous batching из коробки и хранит модели в нативном формате под unified memory - без промежуточной конвертации GGUF. Статья именно про MLX-экосистему: там внезапно оказалось восемь серверов, и между ними реальная разница, которая тянет на отдельный разбор. Сравнение с llama.cpp - тема отдельной статьи, и я её не избегаю, просто не смешиваю.

Зачем мне локальная 35B - три причины:

  • Privacy. В работу прилетают договоры, ТЗ, переписки с клиентами - это нельзя просто скормить в ChatGPT или Claude. Локальная модель обрабатывает всё без утечек: снимает ФИО, счета, контакты и возвращает чистый текст.

  • Coding-агенты и open-code. Claude и GPT по подписке хороши, пока агент не гоняет задачи в цикле по восемь часов - тогда токены превращаются в кофейные зёрна. Все современные open-source тулы для AI-кодинга - OpenCode, Aider, Claude Code - умеют подключаться к любому OpenAI-совместимому endpoint. Ставишь base_url: http://mac.local:8000/v1 и свой API-ключ - агент крутится на уже оплаченном железе, без телеметрии и rate-limit’ов. На работе я разрабатываю агентные системы, и мне постоянно нужно гонять свежие компактные LLM: с февраля ежедневным инструментом был GLM 4.7 Flash на 4090, теперь примеряю Qwen 3.5 35B на Mac.

  • Нет сетевого RTT. 35B в 4-бит на M2 Max отвечает живее многих облачных API с очередью - просто потому что нет раунд-трипа через интернет. И запускать серьёзную модель на машине без отдельной видеокарты - это до сих пор ощущается как магия.

Если коротко: три фреймворка идут ноздря в ноздрю на single-user, но стоит пустить два параллельных запроса - и четверо из шести откатываются в очередь, один выходит в 2.17× speedup, а ещё один вообще деградирует в 0.85×, пока не дашь ему --workers 2. По ходу всплыли квадратичный attention в 2026 году, фантомные 14000 tokens/sec из-за одной строчки в SSE-парсере и зомби-процесс на 20GB RAM, которого нет ни в одном README.

Три фреймворка в пределах 2% - но это только single user
Три фреймворка в пределах 2% - но это только single user

Это single-user. С батчингом картина переворачивается - но до неё доберёмся через пятнадцать минут чтения.


Зачем вообще всё это

Хотелось простого. Mac - как локальный LLM-сервер. Сверху LiteLLM-гейтвей, дальше VPS с белым IP - чтобы дёргать Qwen по API как Open-AI compatiable из интернета, несколько ключей на несколько устройств. Требования короткие: OpenAI-совместимый endpoint (/v1/chat/completions), нормальный батчинг под нескольких пользователей, стабильность.

Первое, что попробовал - mlx-vlm. Это библиотека для vision-моделей, но в ней есть серверный режим. Запустил, получил 15–25 tps, половина запросов падает, LiteLLM коннектит, но под нагрузкой сервер просто отваливается. Ясно стало одно: это не готовый сервер. Нужен другой.

Альтернатива mlx-vlm - MLX-экосистема целиком. Про выбор MLX вместо llama.cpp я уже сказал в начале, не повторяюсь; добавлю только живой источник - нашёл Reddit тред на r/LocalLLaMA, где народ меряет 2× разницу на Qwen 3.5 35B. Важнее другое: MLX-серверов оказалось много. Половину я узнал, только когда начал копать.

Я решил не гадать по README, а просто проверить все на одинаковых данных. Написал харнесс на Python, который запускает сервер как subprocess, ждёт healthcheck на /v1/models, прогоняет восемь промтов в single-режиме, потом те же пары в двойном режиме через asyncio-барьер, собирает CSV и убивает процесс. Следующий фреймворк. И так шесть раз подряд, пять итераций.

Короткая шпаргалка почему на новых мак можно инференсить: что такое MLX, если вы с NVIDIA

Если фоном у вас CUDA и PyTorch - вот быстрые соответствия для мира Apple Silicon:

  • Metal - это Apple-ский CUDA. GPU-API чипа M-series, на нём идут все matmul и attention. Аналог CUDA Toolkit.

  • MLX - это Apple-ский PyTorch + CUDA runtime в одном лице. Фреймворк Apple для ML, который компилируется напрямую в Metal. Вокруг него экосистема: mlx-lm для LLM (аналог HuggingFace Transformers), mlx.fast - оптимизированные операции, включая flash attention (аналог cuDNN).

  • Unified memory - ключевое отличие от NVIDIA. На RTX у вас 24GB VRAM и 64GB RAM отдельно, копирование весов из RAM в VRAM - привычная боль через cudaMemcpy. На M-series CPU и GPU делят один пул памяти. 35B-модель в 20GB лежит один раз и одинаково доступна обоим - никаких копий.

Почему GPU вообще быстрее CPU на LLM? Генерация одного токена - это прогон входного вектора через десятки слоёв матричных умножений. У CPU десятки больших ядер с кешем, у GPU - тысячи простых ядер, которые жрут одну и ту же операцию параллельно. Одно скалярное умножение CPU сделает быстрее; батч из миллионов - GPU бьёт CPU в десятки раз. M2 Max даёт ~400 GB/s memory bandwidth - этого хватает на реалтайм-декод 35B модели со скоростью 50-80 токенов в секунду. На CPU той же модели вы бы ждали ответа в 10-20 раз дольше.

Практический нюанс: Metal не шарит GPU-контекст между процессами. Поэтому все шесть фреймворков в бенчмарке я запускал строго по одному - два одновременно просто не сосуществуют на одной железке.

Ниже - что из этого вышло.


Что сравниваем: восемь фреймворков

Вот полный список. Шесть попали в бенчмарк, два отключены - причины ниже.

Фреймворк

Язык

Главная фича

В бенчмарке

mlx-openai-server

Python 3.11

Queue-batcher, image gen (Flux), multi-model

+

mlx-omni-server

Python 3.11+

Dual API - OpenAI + Anthropic на одном сервере

+

Rapid-MLX

Python 3.10+

Простота, 1900+ тестов, интеграции (Cursor, Aider)

+

vllm-mlx

Python 3.10+

vLLM-style, paged KV cache, multimodal

+

omlx

Python

Tiered KV cache (RAM + SSD), admin dashboard

-

mlx-vlm

Python 3.10+

Fine-tuning VLM, 40+ архитектур

+

higgs

Rust

Single binary, без Python

- отключён

mlx-serve

Zig

Native, agent mode, без Python

- отключён

Сначала визуальный ландшафт - чтобы видеть, кто что умеет без вчитывания в README:

Ландшафт: 8 фреймворков × 6 фич
Ландшафт: 8 фреймворков × 6 фич

Теперь по каждому коротко.

mlx-openai-server - drop-in замена OpenAI API. Из интересного: очередь запросов с настоящим continuous batching (сразу спойлер - единственный, кто реально параллелит), speculative decoding для ускорения, multi-model через YAML, structured output через outlines. Минус - жёстко требует Python 3.11 и тащит torchvision + ffmpeg в зависимостях.

mlx-omni-server - единственный с двойным API: /v1/* в стиле OpenAI и /anthropic/v1/* для Claude-совместимых клиентов. Плюс TTS/STT и эмбеддинги. Нюанс с батчингом - ниже целая история.

Rapid-MLX - философия «запусти одной командой»: rapid-mlx serve <model>. 1900+ тестов в репе, интеграции с Cursor, Claude Code, Aider, Open WebUI, LibreChat. Минус - не стримит чанки токен-за-токеном, отдаёт весь ответ одним куском. Из-за этого gen_tps харнесс не мерит (показывает 0), а TTFT у него равен полному времени ответа.

vllm-mlx - vLLM-style inference, адаптированный под Apple Silicon. Paged KV cache с prefix sharing, мультимодальность (text + image + video + audio), Anthropic Messages API. Большой минус - тащит torch на 2.5GB и содержит феерический баг в SSE streaming, из-за которого показывает фантомные 14000 tokens/sec. Про это отдельно.

omlx - интересный подход: tiered KV cache, где горячая часть в RAM, холодная - на SSD в safetensors. Multi-model с LRU-выталкиванием, веб-дашборд, tool calling + MCP. Requires macOS 15 (Sequoia). Критичная проблема - hardcoded ctx window 32768 токенов. Большие промты получают HTTP 400.

mlx-vlm - изначально библиотека для Vision Language Models (включая fine-tuning), а не сервер. Поддерживает 40+ архитектур. Серверный режим есть, но относительно медленный, и на очень длинных промтах (30k+ токенов) уходит в pathological prefill slowdown - я видел 31 минуту на prefill 52k токенов, причём скорость циклически скачет 790 → 3.5 → 790 → 3.5 tok/s, как будто GC срабатывает каждые пару секунд.

higgs (Rust) - отключён. Протестровал но не до конца. Единственный Rust-сервер: single binary, zero Python runtime, TUI-дашборд, structured output на json_schema с 100% compliance. В заявленных цифрах - 755 tok/s на 8 concurrent. Причина отключения обидная: в registry есть qwen3, qwen3_moe и qwen3_next - но нет qwen3_5_moe. Нашу модель просто не загрузит. Когда появится поддержка - вернём в бой.

mlx-serve (Zig) - отключён. Нативный Zig, zero Python, MLX Core macOS-приложение с agent mode и восемью встроенными инструментами. Причина отключения - отдельный праздник, в разделе про аномалии подробно.


Как я мерил: бенчмарк-харнесс на Python

Модель одна на всех - mlx-community/Qwen3.5-35B-A3B-4bit. MoE с 3B активных параметров из 35B, 4-bit квантизация, в RAM занимает ~20GB. Выбор не случайный: помещается в 64GB с запасом под KV cache, нативный MLX-формат, поддерживается всеми шестью фреймворками.

Железо - Apple Mac M-series, 64GB unified memory. Все фреймворки делят одну GPU (Metal), запускаются строго по очереди: один за раз.

Харнесс называется app_inference, это ~700 строк Python на httpx, pyyaml, rich, psutil. Архитектура линейная:

YAML config → Runner → Launcher → Healthcheck → Scenarios → Metrics → Summary → Analyze

Launcher запускает subprocess фреймворка, перенаправляет stdout в server.log, ждёт /v1/models (healthcheck каждые 2 секунды, таймаут 600с), потом гасит SIGTERM → 15с → SIGKILL.

Client делает POST /v1/chat/completions с stream: true, парсит SSE и фиксирует три момента: когда отправил запрос (t_start), когда пришёл первый токен (t_first - отсюда TTFT), когда закончилась генерация (t_end).

Scenarios прогоняют два режима. run_single - последовательно, 8 промтов один за другим. run_double_batch - два промта одновременно через asyncio-лоадер:

gate = asyncio.Event()
task_a = create_task(chat_stream(..., start_gate=gate))
task_b = create_task(chat_stream(..., start_gate=gate))
await asyncio.sleep(0.05)   # оба дошли до барьера
gate.set()                   # отпускаем одновременно
res_a, res_b = await gather(task_a, task_b)

Кроме wall-clock метрик, в CSV летят request_start_offset (насколько рассинхронизировались старты) и overlap_ratio (доля времени, когда оба запроса были активны). Речь о настоящем параллелизме, а не о том, что оба запроса прогнались, но не одновременно.

Что считаем и насколько надёжно:

Метрика

Что измеряет

Надёжность

wall_tps_p50

Медиана токенов/с по wall-clock

Самая надёжная, всегда корректна

gen_tps_p50

Decode speed (токены / (t_end − t_first))

Мусор если сервер не стримит токен-за-токеном

ttft_p50

Time to first token

Корректно только при нормальном стриминге

speedup

Batching-эффективность

Надёжна - считается из wall_tps

Почему везде медиана, а не среднее? Восемь промтов от 100 до 53000 токенов - это экстремальный разброс. Среднее даст перевес длинным: один 40k-промт с 110 секундами total-time утопит восемь коротких в статистике. Медиана показывает типичный запрос.

И ещё - пять итераций, не одна. Iter01 был baseline. Iter02 добавил max_tokens=2048 вместо 1024 и явный model_alias для mlx-omni (история с подменой модели - ниже). Iter03 и iter04 - повторы iter02 для проверки воспроизводимости. Iter05 - добавлен флаг --workers 2 к mlx-omni для фикса регрессии на батчинге.

Запуск - три строки:

cd app_inference
uv run -m app_inference run --config config/iteration_05.yaml

Результаты пишутся в data_test/results/NNN_iterXX_YYYYMMDD_HHMMSS/ - полный CSV, логи серверов, ответы моделей в .md, копия конфига, снимок окружения.


Восемь промтов: от AIME до 52k токенов

Промты специально разные - нужен был диапазон от коротких до болезненно длинных. Вот лестница по токенам:

Лестница нагрузки: от 176 до 52 247 токенов
Лестница нагрузки: от 176 до 52 247 токенов

Задачи тоже разного типа:

#

Промт

Токены

Тип

Что проверяет

1

100_aime.md

176

AIME, 1 задача

Точность, Chain-of-Thought

2

500_gpqa.md

562

GPQA PhD, 4 MCQ

Научное рассуждение

3

2000_mmlu-pro.md

3 449

MMLU-Pro, 34 MCQ

Широта знаний

4

5000_swe-bench.md

5 434

SWE-Bench, 48 issues

Code analysis

5

long_story_15000.md

1 065

creative

Генерация длинного текста

6

15000_gpqa.md

19 315

GPQA extended, 189 MCQ

Lost in the middle

7

40000_swe-bench.md

43 649

SWE-Bench extended

Edge-case stress

8

30000_mmlu-pro.md

52 247

MMLU-Pro extended, 521 MCQ

Long context, предел

Почти все промты на русском. Намеренно: Qwen 3.5 хорошо говорит по-русски, и это мой реальный use case. Только long_story_15000.md на английском - фэнтези-новелла про картографа Maren Vale в сеттинге Hollow Tides, 10 глав, 10-14k слов - проверяет длинную связную генерацию, а не retrieval.

Для каждого промта я отдельно сгенерировал gold-ответ той же моделью на неограниченном бюджете - чтобы не сравнивать просто «сервер вернул 200 OK», а выборочно сверять осмысленность. Это стало важным позже, при разборе аномалий: длина и наличие ответа - не то же самое, что корректный ответ.

Для double_batch подобрал четыре пары: «короткий + длинный». Например, 500_gpqa (562 tok) в пару с 15000_gpqa (19315 tok). Это проверяет, что происходит, когда один клиент тянет ручку с большим prefill, а второй ждёт свой быстрый ответ.


Single user: кто быстрее на одиночных запросах

Главная таблица - wall_tps_p50 из лучшей итерации каждого фреймворка. Три лидера в пределах 2% - это шум между прогонами, между ними разница статистически незначима:

Single user: кто быстрее генерирует
Single user: кто быстрее генерирует

По лидерам уточнение: mlx-omni-server (64 tps) и mlx-openai-server (63 tps) показывают честный gen_tps около 75 tokens/sec - это реальная decode-скорость на Apple Silicon для 4-битной 35B MoE. Rapid-MLX в этой же группе по wall_tps (62.9), но он не стримит - отдаёт ответ одним куском, поэтому у него TTFT = 36с (это полное время ответа, а не задержка до первого токена). Для терминального чат-клиента это обычно окей, для интерактивного UI - проблема.

Ниже - странная динамика: vllm-mlx (56 tps) и omlx (51 tps) проседают, хотя декодят тем же mlx-lm под капотом. Про vllm-mlx вся история в gen_tps = 14909 - это не decode-скорость, это баг (разбираю в следующем разделе). У omlx - два из восьми промтов упали с HTTP 400 из-за жёстко зашитого ctx window 32k. Остальные шесть он отдаёт нормально, но с медленным prefill.

mlx-vlm (36 tps) - медленнее всех, но стабилен. Это библиотека VLM с серверным режимом, не production-сервер - используется когда нужен 40+ архитектур VLM или fine-tuning, не для продакшн-хостинга.

Как менялось по итерациям

Пять прогонов подряд. Три верхних фреймворка стабильны ±2% между итерациями, что само по себе хороший сигнал воспроизводимости. Исключение - +42% прыжок mlx-omni-server между iter01 и iter02:

Стабильность по итерациям
Стабильность по итерациям

45 → 63.7 tps. Без рефакторинга, без апдейта библиотек, на тех же промтах, на той же машине. Что произошло - во второй части, где про баги.

TTFT - кто откликается первым

Фреймворк

TTFT p50

TTFT p95

Комментарий

mlx-vlm

7.2 с

90.5 с

Быстрый старт, медленный decode

mlx-omni-server

7.3 с

93.2 с

Быстрый старт + быстрый decode

mlx-openai-server

9.7 с

91.2 с

Чуть дольше старт, есть prompt cache

Rapid-MLX

36.0 с

128.9 с

Нет стриминга → TTFT = total time

omlx

38.7 с

44.9 с

Длинный первый чанк

vllm-mlx

43.3 с

131.9 с

Медленный prefill

Важный нюанс: у Rapid-MLX и omlx TTFT завышен не потому что они медленные, а потому что они не стримят токены по одному - отдают буфером. Для пользователя это значит: запрос «висит» до конца, потом падает ответ целиком. В чате это ощущается как «подвис».

Если latency важна (интерактивный UI, автокомплит), смотреть на mlx-omni-server или mlx-openai-server.


Batch: а что если пустить два запроса одновременно

Вот где всё становится интересно. Идеальный batcher должен выдавать throughput на двух параллельных запросах. Практика - разная:

Batch: кто реально параллелит 2 запроса
Batch: кто реально параллелит 2 запроса

mlx-openai-server - 2.17×. Единственный настоящий batcher в экосистеме MLX. Double wall_tps (71.7) выше single wall_tps (62.6) - то есть два клиента одновременно дают больше общего throughput, чем один клиент подряд. Это ключевой маркер continuous batching: несколько sequences делят один forward pass, GPU используется эффективнее. Механизм - внутренняя очередь запросов + on-line merge в decode loop.

Дальше - три фреймворка в зоне 1.6-1.8×, которые я про себя назвал partial batching:

  • vllm-mlx (1.79×) - скорее всего, срабатывает prefix sharing в paged KV cache (второй запрос видит закэшированный prefill первого) + pipelining (prefill одного параллельно с decode другого)

  • mlx-vlm (1.72×) - pipelined, без общего forward pass

  • omlx (1.64×) - partial batching через continuous batcher, но менее эффективно

У всех троих double wall_tps ≈ single wall_tps (или даже ниже). Это значит: два запроса обрабатываются одновременно по времени, но общий throughput не растёт - просто меньше пустых слотов у GPU.

Rapid-MLX (1.13×) - sequential queue. Два запроса просто становятся в очередь: пока первый генерирует, второй ждёт. Формально speedup чуть выше 1.0 из-за того, что второй стартует раньше, чем первый финиширует (прогрев общий), но это не параллелизм.

mlx-omni-server (1.13×) - отдельная история. В iter01-iter04 у него speedup 0.849 - это регрессия, два параллельных запроса выполняются медленнее одного.

iter01-04

iter05

--workers

1 (default)

2

single wall_tps

64.01

63.99

double wall_tps

23.39

29.41

speedup

0.849

1.132

Разгадка простая: FastAPI + uvicorn с --workers 1 сериализует оба запроса в один event loop, GPU переключается между ними без реального параллелизма, но с overhead на переключение. Один флаг --workers 2 - и два воркера делят GPU fair-share. Не batching, а time-sharing, но хотя бы без регрессии.

Вывод простой: если нужно обслуживать нескольких пользователей - выбор один, mlx-openai-server. Остальные будут ставить в очередь или делить GPU пополам.


Пять историй про баги

Это самая интересная часть. В бенчмарке всплыло пять разных классов проблем, о которых нет ни в одном README. Три из них - настоящие ловушки, которые портят метрики, если не знать про них заранее.

Три аномалии из прогона
Три аномалии из прогона

История 1 - mlx-serve: квадратичный attention в 2026 году

Казалось бы, в 2026 году все LLM-серверы используют flash attention. Flash attention - это алгоритм, который не материализует полную матрицу Q · Kᵀ в памяти, а считает attention кусками с O(N) потреблением памяти вместо O(N²). Он есть в каждой библиотеке - PyTorch, JAX, MLX.

В mlx-serve - нет. Я залез в исходники на Zig: в src/transformer.zig attention-матрица материализуется целиком: heads × seq² × 4 bytes (float32).

Для нашей Qwen 3.5 35B на промте 30000_mmlu-pro.md (52247 токенов):

  • 8 KV-голов, seq = 52247

  • Attention-матрица на один слой: 8 × 52247² × 4 ≈ 87 GB

  • KV-cache на все 64 слоя - ещё ~80 GB

  • Итого: ~170 GB на 64GB машине → гарантированный [METAL] Insufficient Memory

В src/server.zig:420 есть функция checkAttentionMemory(), которая решает квадратное уравнение от доступной RAM и режет контекст. На 64GB Mac она выдаёт потолок 19383 токенов. Это не лимит железа - это следствие наивной реализации attention, которая просто не успела получить flash-оптимизацию.

То есть три наших промта - 15000_gpqa (19838 tok), 40000_swe-bench (44914 tok) и 30000_mmlu-pro (53269 tok) - mlx-serve физически не возьмёт без переписывания transformer.zig. Поэтому он отключён от бенчмарка.

Обход через --ctx-size 65536 не работает: флаг обходит pre-flight check, но реальный attention eval всё равно падает в Metal OOM и убивает процесс.

Урок для читателя: если ваш нативный LLM-сервер написан «с нуля», а не обёртка над mlx-lm - проверьте, использует ли он mlx.fast.scaled_dot_product_attention. Если нет - потолок контекста будет проблемой.

История 2 - vllm-mlx: фантомный tps 14000

В iter01 я смотрю в CSV vllm-mlx и вижу: gen_tps_p50 = 14909. Для 35B модели на consumer Mac это невозможно - реалистичный максимум в районе 80-100 tok/s. Первая мысль: мой парсинг багнут.

Полез в raw SSE-лог сервера. Вот что приходит от vllm-mlx:

data: {"choices":[{"delta":{"role":"assistant"},"index":0}]}
[90 секунд тишины]
data: {"choices":[{"delta":{"content":"...<полный ответ 2048 токенов>..."}}]}
data: [DONE]

Первый чанк - пустой, с ролью assistant. Потом 90 секунд тишины - сервер генерирует за кулисами. Потом весь ответ приходит одним SSE-чанком в самом конце.

Харнесс видит это так:

  • t_first = момент пустого чанка (почти мгновенно - это просто role assignment)

  • t_end = момент прихода data-чанка с 2048 токенами

  • generation_time = t_end − t_first ≈ 0.07 секунды

  • gen_tps = 2048 / 0.07 ≈ 14900

Метрика математически корректна, а по смыслу - мусор.

Хорошая новость: wall_tps (полное время от отправки запроса до конца ответа) остаётся верным - 1024 / 90 ≈ 50 tps. Это и есть настоящая скорость vllm-mlx.

И TTFT тоже корректен - пустой первый чанк приходит после реального prefill.

Урок: gen_tps нельзя сравнивать между фреймворками без проверки формата streaming. Если сервер отдаёт всё пакетом в конце - вы мерите не decode-скорость, а задержку сети. Всегда проверять сырой SSE-лог хотя бы одного запроса.

История 3 - зомби-процесс на 20GB RAM

Реальный кейс из середины бенчмарка. Запустил iterate на шести фреймворках, пошёл пить кофе. Вернулся - смотрю: omlx идёт уже полчаса на одном промте. Что-то явно залипло. Нажал Ctrl-C.

Основной процесс app_inference умер. Terminal вернул prompt. Иду запускать следующий прогон.

Следующий фреймворк стартует, пытается загрузить модель - [METAL] Insufficient Memory. Странно - память должна быть свободна. Смотрю vm_stat:

Pages free: 512 MB
Pages wired down: 12 GB
Pages active: 18 GB    ← ???

18GB active - это ровно размер нашей 4-bit модели в unified memory. Но процесс app_inference умер. Кто это держит?

ps aux | grep -E "frameworks/(omlx|higgs|vllm-mlx|mlx-serve)"
user 12345  omlx serve --model ...

Subprocess omlx serve продолжал жить. Parent умер, но subprocess перешёл в init (PID 1) и продолжил работать - держал 35B модель в памяти, занимал ~20GB RAM.

Стоп. 64GB − 20GB (зомби) = 44GB свободно. А новая модель + KV cache ≈ 45GB. OOM.

Пришлось сделать явную проверку после каждого прогона:

ps aux | grep -E "frameworks/(omlx|higgs|vllm-mlx|mlx-serve|mlx-openai|mlx-omni|Rapid-MLX)" | grep -v grep
# если что-то нашлось - kill <pid>, дождаться vm_stat

В харнесс добавил post-run cleanup, который убивает любые subprocess, в пути к которым есть frameworks/. Мораль: 35B модель буквально «занимает» треть памяти Mac. Ни один README про это не предупреждает, а на 64GB это критично.

История 4 - omlx: hardcoded ctx window 32768

Это та самая проблема, из-за которой omlx в таблице имеет 6/8 OK вместо 8/8. Два больших промта возвращают HTTP 400:

{
  "error": {
    "message": "Prompt too long: 52247 tokens exceeds max context window of 32768 tokens"
  }
}

Казалось бы - ctx window это конфиг, должен быть CLI-флаг. Смотрю:

omlx serve --help
  • никаких --ctx-size, --max-ctx, --context-window. Лимит зашит либо в конфиге модели, либо в коде сервера. Без патча обойти нельзя.

Почему остальные берут эти промты? Потому что они основаны на mlx-lm, который читает max_position_embeddings из конфига модели и дальше не проверяет - просто пробует генерировать. Качество на длинных контекстах может деградировать, но технически ответ вы получите. omlx же делает explicit check и отвечает 400.

Если ваш workload включает длинные промты (>32k) - omlx не подходит, пока не добавят флаг.

История 5 - mlx-omni-server: autodetect подменяет модель

Возвращаемся к тому самому прыжку 45 → 63.7 tps между iter01 и iter02. В iter01 харнесс вызывает GET /v1/models для автоопределения model_id. mlx-omni-server возвращает первую модель из кэша ~/.lmstudio/models/. А в кэше у меня оказалась не только Qwen3.5-35B-A3B-4bit, но и Qwen3.5-35B-A3B-**8bit** (оставалась от предыдущих экспериментов).

Харнесс записал в конфиг 8bit и отправлял все запросы на неё. 8-битная версия весит ~40GB вместо 20GB и работает на 42% медленнее на Apple Silicon.

Обнаружил случайно - глянул server.log:

[INFO] Loaded model: mlx-community/Qwen3.5-35B-A3B-8bit

А ожидал ...4bit. Фикс - явный model_alias в конфиге, чтобы autodetect не работал:

mlx-omni-server:
  model_alias: mlx-community/Qwen3.5-35B-A3B-4bit

В iter02 - 45 → 63.7 tps. Метрики прыгнули не из-за оптимизации, а потому что я наконец тестировал правильную модель.

Урок скучный, но важный: всегда проверяйте, какую модель реально загрузил сервер. Autodetect в MLX-серверах часто берёт «первую подходящую» из кэша LM Studio. Если там лежат несколько версий - можете тестировать не то, что думаете.


Выводы: что выбрать

Сворачиваю всё в одну картинку. Пять осей, нормализованные 0…1: скорость одиночных запросов, коэффициент батчинга, отзывчивость (обратный TTFT), стабильность на длинном контексте, честность метрик.

Scorecard: пять осей, один победитель
Scorecard: пять осей, один победитель

Overall winner - mlx-openai-server. Не потому что он быстрее всех на single (mlx-omni чуть впереди - 64 vs 63), а потому что он единственный, кто реально батчит (2.17× вместо 1.1-1.8 у остальных), не обрезает промты (8/8 vs 6/8 у omlx), честно стримит (реальный gen_tps 75, а не фантомные 15000), и стабилен (±0.2% между четырьмя повторами).

Но «один победитель на все сценарии» - это неправда. Вот честная таблица:

Сценарий

Выбор

Почему

Несколько пользователей (LiteLLM/gateway)

mlx-openai-server

Единственный настоящий batcher (2.17×)

Один пользователь, latency важна

mlx-omni-server (--workers 2)

Лучший TTFT (7.3с) + top single tps (64)

Research / честные метрики

mlx-openai-server или mlx-omni-server

Корректные TTFT, gen_tps, wall_tps

Длинный контекст (>32k токенов)

любой кроме omlx и mlx-serve

omlx - ctx 32k, mlx-serve - OOM

Максимальная простота запуска

Rapid-MLX

rapid-mlx serve <model> и готово

Dual API (OpenAI + Anthropic)

mlx-omni-server

Единственный с Anthropic endpoint

Без Python runtime

пока никто

Ждать higgs + qwen3_5_moe, или ждать flash attention в mlx-serve

Чего не хватает в этом бенчмарке - честно: я не тестировал batch >2 (реальный multi-user это 4-8 параллельных), не сравнивал с llama.cpp (сознательно, статья про MLX-экосистему), не делал автоматической оценки качества ответов (все фреймворки используют одну модель, текст одинаковый - разница только в том, доходит ли ответ до конца или обрезается по max_tokens).


Бонус: а что если убрать Python

В процессе стало видно очевидное. Python-серверы хорошие, но тяжёлые: torch, transformers, ffmpeg, 2.5GB зависимостей, GIL, холодный старт 10+ секунд. Rust-сервер higgs - single binary, 30MB, стартует мгновенно - но не поддерживает qwen3_5_moe. Zig-сервер mlx-serve - быстрый, но квадратичный attention.

Нехватка очевидна: single binary на Rust + MLX, с поддержкой Qwen 3.5 MoE, с настоящим continuous batching. Я начал делать форк higgs с портированием ключевой логики из mlx-openai-server - prompt cache (prefix-trie + LRU), request queue на tokio mpsc, архитектура qwen3_5_moe в mlx-rs, tool/reasoning parser.

Это отдельная история на 7-10 недель. Когда будут цифры - напишу вторую статью, Rust vs Python для LLM inference - реальный бенчмарк. А пока - вот этот.


Собрать эксперимент у себя

Всё воспроизводимо. Мой репозиторий с харнессом, конфигами итераций, промтами и gold-ответами лежит публично. Запуск:

cd app_inference
uv run -m app_inference run --config config/iteration_05.yaml

Результат: data_test/results/NNN_iterXX_YYYYMMDD_HHMMSS/ - полный CSV per request, серверные логи, ответы моделей, снимок окружения. Хотите auto-tune (harness сам удвоит max_tokens при truncation и выключит падающий фреймворк):

uv run -m app_inference iterate --rounds 6 --config config/iteration_01.yaml

Если повторите с другими промтами или моделью - интересно посмотреть числа. Комментарии открыты.


Спасибо что прочитали. Если было полезно - поставьте плюс, это подскажет Хабру, что такие long-read бенчмарки нужны. Следующая статья - про Rust-сервер MLX-inferene сделанный через клод. Если хотите про что-то конкретное (llama.cpp сравнение? batch >2? квантизация 8bit vs 4bit на качество?) - напишите в комментариях.

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

  • 15.06.26 13:18 Silas Olsen

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

  • 15.06.26 13:59 Ewaguz

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

  • 15.06.26 14:16 Martina k.

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

  • 15.06.26 14:18 Garrison Good

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

  • 15.06.26 14:22 Sallymarch

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

  • 15.06.26 14:23 Glennrobble

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

  • 15.06.26 14:25 Evan Garrison

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

  • 15.06.26 14:26 Ewaguz

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

  • 15.06.26 16:34 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.06.26 16:34 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.06.26 16:41 Louane Mercier

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

  • 15.06.26 16:45 Andrés Montero

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

  • 15.06.26 16:48 Olivia Sørensen

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

  • 15.06.26 16:51 Viljar Yohannes

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

  • 15.06.26 16:58 Guimar da Rosa

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

  • 15.06.26 17:03 Andrea Escalante

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

  • 16.06.26 11:40 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.06.26 11:43 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.06.26 13:37 Felix Steve

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

  • 16.06.26 13:45 Wills ben

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

  • 18.06.26 13:31 Noemi Bernard

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

  • 18.06.26 13:35 Carter Morris

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

  • 18.06.26 13:40 Kuybida Andriyiv

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

  • 20.06.26 14:57 michaeldavenport218

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

  • 20.06.26 14:57 michaeldavenport218

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

  • 21.06.26 11:09 Maurizio Rolland

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

  • 21.06.26 11:13 Buse Fahri

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

  • 21.06.26 11:16 علیرضا گلشن

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

  • 22.06.26 21:51 kimberlyhebert786

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

  • 22.06.26 21:51 kimberlyhebert786

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

  • 24.06.26 01:25 Fraddy Pual

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

  • 24.06.26 01:27 Fraddy Pual

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

  • 24.06.26 01:28 Fraddy Pual

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

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 14:16 Universina da Mota

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

  • 24.06.26 14:21 Elizabeth Thompson

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

  • 24.06.26 15:33 Júlia Castro

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

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.06.26 21:13 Emilie Safi

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

  • 25.06.26 21:25 Emilie Safi

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

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.06.26 02:48 Miriam Rocha

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

  • 26.06.26 02:52 Miško Bakić

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

  • 26.06.26 02:56 Asunción Herrera

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

  • 26.06.26 15:05 Riley Stephens

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

  • 26.06.26 15:09 Antonio Riley

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

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 28.06.26 00:37 kimberlyhebertt673

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

  • 29.06.26 11:57 Lisadonato0726

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

  • 29.06.26 22:37 riley777

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

  • 30.06.26 15:08 wendytaylor015

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

  • 30.06.26 15:08 wendytaylor015

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

  • 02.07.26 01:22 Lieneke Bonnema

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

  • 02.07.26 01:26 Clara Morin

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

  • 02.07.26 01:31 Robin Hale

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

  • 04.07.26 15:32 Fraddy Pual

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

  • 05.07.26 14:44 lydiassmith567

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

  • 05.07.26 14:44 lydiassmith567

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

  • 06.07.26 16:20 Olga Ognjanović

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

  • 06.07.26 16:31 Joseph Weigl

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

  • 06.07.26 16:33 Jaran Løvlien

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

  • 07.07.26 18:00 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.07.26 18:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.07.26 19:06 Toivo Walli

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

  • 09.07.26 19:10 Misty Alexander

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

  • 09.07.26 19:13 Clara Soto

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

  • 12.07.26 03:30 Kora Baltacha

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

  • 12.07.26 03:33 Pahal Mathew

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

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 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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