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Почему я отказался от облачных ASR и собрал инструмент для распознавания речи сам

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Распознавание речи решает многие проблемы. Например, улучшает обслуживание клиентов за счёт автоматизированного анализа работы службы поддержки, ускоряет приём пациентов за счет заполнения документов голосом, решает проблемы управления и контроля. В целом распознавание речи облегчает общение между человеком и компьютером.

Если вам нужно распознавать речь, записанную в звуковых файлах или поступающую в реальном времени с микрофона или радиоприёмника, для этого есть готовые коммерческие сервисы. Однако им можно доверить не всё, например, по соображениям конфиденциальности, из-за отсутствия нужных вам возможностей или по другим причинам, о которых я напишу ниже.

Из этой статьи вы узнаете, как самостоятельно сделать автоматические системы распознавания речи ASR (Automatic Speech Recognition) с применением современных нейросетей и программ на Python. Эти системы смогут выделять спикеров при обработке звуковых файлов, а также распознавать речь в потоке, поступающую, например, от микрофона или радиоприёмника.

Очень кратко я упомяну о том, как устроено и работает человеческое ухо, расскажу, как пытались организовать распознавание человеческой речи. Затем перейду к практике, не углубляясь в теорию нейросетей.

Устройство человеческого уха

Человек очень легко разбирает речь, улавливая смысл сказанного. Но как он это делает?

Чтобы понять успех современных технологий распознавания речи, расскажу кратко об устройстве человеческого уха (рис. 1).

Рис. 1. Анатомия уха (источник)
Рис. 1. Анатомия уха (источник)

Ушные раковины собирают звуковые волны и направляют их по наружному слуховому проходу к барабанной перепонке. За барабанной перепонкой находится среднее ухо, состоящее из трёх косточек — молоточка, наковальни и стремечка.

Стремечко передаёт механические колебания через овальное окно во внутреннее ухо — улитку, представляющую собой спиралевидный канал, заполненный жидкостью. Внутри улитки имеются мембраны и волосковые клетки, преобразующие механические колебания в электрические сигналы.

Человеческое ухо работает, подобно обычным микрофонам. Разумеется, устройство, физические принципы действия и сигналы на «выходе» человеческого уха не такие, как у обычных микрофонов.

Сигналы от уха по слуховому нерву поступают в мозг. Там они сначала обрабатываются в стволе мозга и в среднем мозге для анализа базовых характеристик. В результате ещё до осознанного восприятия определяется направление источника звука, усиливаются значимые сигналы и подавляются менее информативные компоненты.

Далее обработанный сигнал попадает в слуховую кору височной доли мозга, где звуковые последовательности интерпретируются как речь, музыка или шум.

Тем из вас, кто знаком с нейросетями, сразу будет видна аналогия.

Начальная обработка в стволе мозга и в среднем мозге выделяет простые характеристики звуковых сигналов, аналогично первым слоям свёрточных нейросетей, работающих со спектрограммами.

На уровне слуховой коры мозга признаки объединяются во времени, учитывается контекст и выполняется предсказание. Это похоже на работу рекуррентных сетей, трансформеров и attention-механизмов, где текущая интерпретация сигналов зависит от предыдущих состояний с учётом наиболее вероятного смысла.

Такие принципы реализуются в современных нейросетях, предназначенных для распознавания речи.

Как распознавали речь до появления нейросетей

Первые попытки распознавания речи предпринимались еще в 1950-1960 годы. Тогда удавалось распознавать только отдельные цифры путём сравнения аудиосигнала с заранее заданными шаблонами.

Далее в 1970-1980 годах стали применять статистические методы. Использовались алгоритмы для выравнивания звуковых последовательностей разной длины, чтобы можно было сравнивать слова с учётом скорости произношения. Но эти методы работали только для небольших словарей, при этом успех распознавания зависел от диктора.

С 1980 до 1990 года также применяли статистические методы с использованием сочетания скрытых Марковских моделей с моделями Гауссовых смесей. Были даже попытки создания систем непрерывного распознавания речи, таких как CMU Sphinx. Но эти модели требовали сложного ручного выделения признаков и больших фонетических словарей.

Сегодня успешного распознавания речи, в том числе непрерывного, удаётся добиться с помощью глубоких сетей DNN, RNN/LSTM и трансформеров. Нейросети резко улучшили качество распознавания, повысили точность и устойчивость к шуму. Это позволило применять технологию распознавания в промышленных масштабах, в домашних системах и даже в смартфонах.

Подробнее об истории распознавания речи можно прочитать в статье «Распознавание речи: очень краткий вводный курс». Также возможно вам будет интересна статья «Динамическое программирование в алгоритмах распознавания речи».

Нужен ли свой сервис распознавания речи

Зачем создавать собственную систему распознавания речи, когда на рынке есть немало готовых коммерческих сервисов?

Безопасность и независимость

Надо понимать, что коммерческие сервисы работают на оборудовании соответствующих компаний, и не всегда вы сможете развернуть их у себя.

В то же время при обработке разговоров, имеющих отношение к финансам, медицине, юридическим консультациям, содержащих коммерческую или государственную тайну, по соображениям безопасности необходимо использовать собственное оборудование для распознавания. Данные не должны покидать вашу инфраструктуру.

Создавая свою собственную систему распознавания речи, вы не зависите от провайдеров, их тарифов и ограничений, или технических сбоев. Вы также будете защищены от ухода выбранных сервисов с рынка.

За счёт выбора мощности оборудования, резервирования и дублирования вы можете сами определять нужный вам уровень доступности и производительности.

Экономия при больших объёмах обработки

Начальные вложения в собственную систему распознавания речи сильно зависят от требований. Одно дело обрабатывать предварительно записанные звуковые файлы, и совсем другое — распознавать речь в реальном времени во многих потоках сразу.

И если для обработки звуковых файлов, когда нет особых требований к скорости, можно использовать обычные компьютеры или даже микрокомпьютеры, то для распознавания речи в реальном времени и с хорошим качеством лучше использовать компьютеры или серверы с GPU.

Когда вы только начинаете или тестируете свои идеи, не обрабатывая чувствительную информацию, можно воспользоваться готовыми коммерческими сервисами. Есть также возможность арендовать серверы с мощными GPU с посекундной оплатой, установить там и проверить своё ПО перед тем, как вкладывать средства в собственное оборудование.

Потом, когда у вас будут большие объемы обработки, собственное оборудование может оказаться выгоднее сторонних сервисов, предполагающих оплату за время работы. Кроме того, собственное оборудование предполагает предсказуемые затраты, не зависящие от объема обработанных данных.

Настройка на свои задачи

На своей системе вы сможете настраивать модели и алгоритмы обработки исходя из ваших уникальных нужд.

Можно оптимизировать систему под конкретное оборудование, интегрировать свой сервис распознавания речи с другими вашими внутренними системами. В том числе с такими, которые не могут использовать коммерческие сервисы по соображениям конфиденциальности. Можно настроить систему под конкретные каналы связи, голоса и шумы, выбрать наиболее подходящую модель, обучить дополнительно модель на специфической лексике вашей предметной области и так далее.

Работа без интернета

Если по соображениям безопасности ваша сеть не подключена к интернету, коммерческие сервисы, предоставляющие свои услуги в их собственных дата-центрах, будут бесполезны. Однако вы сможете развернуть нужный сервис распознавания речи на серверах, установленные в ваших изолированных сетях.

Переходим к практике

На первом этапе мы установим ПО для распознавания речи, из звуковых файлов, таких как записи конференций, лекций, радиопередач или телефонных переговоров, например, службы поддержки с клиентами.

Сначала я расскажу, как такое распознавание можно сделать в среде ОС Microsoft Windows на обычном настольном компьютере, оборудованном видеокартой с GPU, а таже на ноутбуке. Затем я рассмотрю более профессиональное решение с применением серверов с GPU, позволяющее не только распознавать речь в файлах, но и выполнять так называемую диаризацию — выделение потоков речи отдельных спикеров.

Отдельно расскажу про возможность распознавания речи в звуковом сигнале от микрофона в реальном времени.

Проверим наличие и тип GPU

В ОС Microsoft Windows проще всего проверить наличие, тип и параметры GPU с помощью диспетчера задач. Откройте вкладку Производительность и перейдите в раздел GPU или Графический процессор (рис. 2).

Рис. 2. Проверка наличия и типа GPU в компьютере с ОС Microsoft Windows
Рис. 2. Проверка наличия и типа GPU в компьютере с ОС Microsoft Windows

В правом верхнем углу вы можете увидеть тип GPU (у меня это NVIDIA GeForce GTX 1650). У этого GPU на борту 4 ГБайта памяти. Кроме этого, здесь можно узнать объём видеопамяти и посмотреть, сколько памяти GPU занято.

Тип GPU, выпущенного NVIDIA, также можно узнать из командной строки:

c:\>nvidia-smi --query-gpu=name,memory.total,compute_cap --format=csv
name, memory.total [MiB], compute_cap
NVIDIA GeForce GTX 1650, 4096 MiB, 7.5

Для распознавания речи на Windows я использовал порт модели Whisper.cpp от OpenAI, и он может работать с таким GPU.

На другом компьютере (ноутбуке) у меня установлен GPU типа Intel Iris Xe Graphics, который, к сожалению, не поддерживается Whisper.cpp. Там распознавание речи через Whisper.cpp будет работать только на CPU (либо нужно использовать другие модели и ПО распознавания).

Модели для распознавания речи

Не будет преувеличением сказать, что качество распознавания речи в первую очередь зависит от используемой модели. Я расскажу о своих экспериментах с такими моделями:

  • Whisper –— продукт, созданный OpenAI;

  • Whisper.cpp — реализация Whisper для CPU и GPU на C/C++;

  • Faster-Whisper — оптимизированная реализация Whisper;

  • Parakeet v3 — модель автоматического распознавания речи от NVIDIA, способная работать в режиме реального времени. Модель parakeet-tdt-0.6b-v3 распространяется под лицензией CC-BY-4.0 (Creative Commons Attribution 4.0 International), разрешающей коммерческое и некоммерческое использование с указанием авторства

Заслуживают упоминания и другие модели, которые остались за бортом этой статьи, например:

  • Vosk — может работать не только на компьютерах, но и на микрокомпьютерах, таких как Raspberry Pi;

  • GigaAM-v3 — модель, оптимизированная для русского языка, в некоторых случаях работает лучше Whisper;

  • T-one — модель для потокового распознавания речи на русском языке

Сравнение этих и других моделей можно найти в статье «Открытые модели для распознавания русской речи 2025».

Запуск распознавания на CPU

Для начала установим ПО Whisper.cpp, собранное для распознавания речи на CPU. Для этого перейдите на страницу https://github.com/ggml-org/whisper.cpp/releases. Загрузите файл whisper-bin-x64.zip и распакуйте архив в каталог c:/whisper. Убедитесь, что в этом каталоге появился файл whisper-cli.exe.

Далее скачайте модели с этой страницы. Подойдёт модель ggml-large-v3.bin, но есть и модели меньшего размера ggml-medium.bin и ggml-small.bin. Файлы моделей запишите в каталог c:\whisper\models.

Модели небольшого размера потребуют меньше ресурсов, однако качество распознавания будет ниже.

Теперь вам понадобится звуковой файл с речью. Для Whisper.cpp лучше всего использовать монофонический wav-файл с кодеком PCM 16 бит и частотой дискретизации 16000 Гц. Вы можете записать такой файл с микрофона, например, при помощи программы Ocenaudio (рис. 3).

Рис. 3. Запись с микрофона в программе Ocenaudio
Рис. 3. Запись с микрофона в программе Ocenaudio

Ниже показаны результаты распознавания речи из небольшого файла, записанного в этой программе с микрофона:

cd C:\whisper
C:\whisper>whisper-cli.exe -m models\ggml-large-v3.bin -f c:\asr-fvds\input\from-mic.wav -l ru

whisper_init_from_file_with_params_no_state: loading model from 'models\ggml-large-v3.bin'
whisper_init_with_params_no_state: use gpu    = 1
whisper_init_with_params_no_state: flash attn = 1
whisper_init_with_params_no_state: gpu_device = 0
whisper_init_with_params_no_state: dtw        = 0
whisper_init_with_params_no_state: devices    = 1
whisper_init_with_params_no_state: backends   = 1
whisper_model_load: loading model
whisper_model_load: n_vocab       = 51866
whisper_model_load: n_audio_ctx   = 1500
whisper_model_load: n_audio_state = 1280
whisper_model_load: n_audio_head  = 20
whisper_model_load: n_audio_layer = 32
whisper_model_load: n_text_ctx    = 448
whisper_model_load: n_text_state  = 1280
whisper_model_load: n_text_head   = 20
whisper_model_load: n_text_layer  = 32
whisper_model_load: n_mels        = 128
whisper_model_load: ftype         = 1
whisper_model_load: qntvr         = 0
whisper_model_load: type          = 5 (large v3)
whisper_model_load: adding 1609 extra tokens
whisper_model_load: n_langs       = 100
whisper_model_load:          CPU total size =  3094.36 MB
whisper_model_load: model size    = 3094.36 MB
whisper_backend_init_gpu: no GPU found
whisper_init_state: kv self size  =   83.89 MB
whisper_init_state: kv cross size =  251.66 MB
whisper_init_state: kv pad  size  =    7.86 MB
whisper_init_state: compute buffer (conv)   =   36.15 MB
whisper_init_state: compute buffer (encode) =   55.35 MB
whisper_init_state: compute buffer (cross)  =    9.27 MB
whisper_init_state: compute buffer (decode) =   99.12 MB
system_info: n_threads = 4 / 24 | WHISPER : COREML = 0 | OPENVINO = 0 | CPU : SSE3 = 1 | SSSE3 = 1 | AVX = 1 | AVX2 = 1 | F16C = 1 | FMA = 1 | OPENMP = 1 | REPACK = 1 |

main: processing 'c:\asr-fvds\input\from-mic.wav' (259662 samples, 16.2 sec), 4 threads, 1 processors, 5 beams + best of 5, lang = ru, task = transcribe, timestamps = 1 ...

[00:00:00.000 --> 00:00:02.680]   Раз, два, три, четыре, пять.
[00:00:02.680 --> 00:00:04.320]   Вышел зайчик погулять.
[00:00:04.320 --> 00:00:06.340]   Вдруг охотник выбегает.
[00:00:06.340 --> 00:00:07.940]   Прямо в зайчика стреляет.
[00:00:07.940 --> 00:00:10.940]   Пиф-паф, ой-ой-ой, умирает зайчик мой.
[00:00:10.940 --> 00:00:12.840]   Принесли его домой.
[00:00:12.840 --> 00:00:14.420]   Оказался он живой.

whisper_print_timings:     load time =  2253.82 ms
whisper_print_timings:     fallbacks =   0 p /   0 h
whisper_print_timings:      mel time =    10.15 ms
whisper_print_timings:   sample time =   220.31 ms /   450 runs (     0.49 ms per run)
whisper_print_timings:   encode time = 19060.17 ms /     1 runs ( 19060.17 ms per run)
whisper_print_timings:   decode time =     0.00 ms /     1 runs (     0.00 ms per run)
whisper_print_timings:   batchd time = 10459.48 ms /   448 runs (    23.35 ms per run)
whisper_print_timings:   prompt time =     0.00 ms /     1 runs (     0.00 ms per run)
whisper_print_timings:    total time = 32169.96 ms

Качество распознавания — идеальное. Программа попыталась включить GPU (use gpu = 1), но в итоге GPU не найден, а для распознавания использовался CPU. Дело в том, что сначала я установил версию Whisper.cpp без поддержки GPU.

Общее время распознавания составило 32 секунды.

Запустим распознавание на wav-файле размером примерно 3 МБайт, полученного при записи передачи FM-станции.

cd C:\whisper
C:\whisper>whisper-cli.exe -m models\ggml-large-v3.bin -f 
c:\asr-fvds\input\input.wav -l ru

Приведу сокращённую выдачу команды:

Скрытый текст
whisper_init_from_file_with_params_no_state: loading model from 'models\ggml-large-v3.bin'
whisper_init_with_params_no_state: use gpu    = 1
whisper_init_with_params_no_state: flash attn = 1
…
main: processing 'c:\asr-fvds\input\input.wav' (1694870 samples, 105.9 sec), 4 threads, 1 processors, 5 beams + best of 5, lang = ru, task = transcribe, timestamps = 1 ...


[00:00:00.000 --> 00:00:01.820]   Ольга, как вы стали поэтом?
[00:00:01.820 --> 00:00:04.300]   Вы всё-таки мне конкретно не ответили.
[00:00:04.300 --> 00:00:05.660]   Могу, могу.
[00:00:05.660 --> 00:00:06.880]   Мы так увлек...
[00:00:06.880 --> 00:00:09.980]   Знаете, замечательно, когда можно говорить с человеком,
[00:00:09.980 --> 00:00:11.600]   с которым завихришься,
[00:00:11.600 --> 00:00:13.760]   и даже если не ответил на вопрос,
[00:00:13.760 --> 00:00:15.740]   а всё равно что-нибудь приятное
[00:00:15.740 --> 00:00:17.320]   и сказал, и вспомнил, и почувствовал.
[00:00:17.320 --> 00:00:19.340]   Спасибо. Нет, это правда.
[00:00:19.340 --> 00:00:21.780]   Для меня поговорить с человеком,
[00:00:21.780 --> 00:00:23.640]   с которым вот этот разговор был
[00:00:23.640 --> 00:00:26.180]   и содержателен, и эмоционален,
[00:00:26.180 --> 00:00:27.840]   и приятен, и грел изнутри,
[00:00:28.280 --> 00:00:30.680]   знаете, это вот удовольствие побольше многих.
[00:00:30.680 --> 00:00:32.500]   Скажу честно, что
[00:00:32.500 --> 00:00:34.680]   вот на фоне всего того, что я пробовала
[00:00:34.680 --> 00:00:36.540]   писать, ну, в школе там
[00:00:36.540 --> 00:00:38.700]   это совсем такое, ну, капустник
[00:00:38.700 --> 00:00:40.720]   на выпускной, на последний, у нас традиция
[00:00:40.720 --> 00:00:42.720]   была в этой самой школе, которую я заканчивала,
[00:00:42.720 --> 00:00:44.300]   выпускные классы
[00:00:44.300 --> 00:00:46.760]   закатывали большой-большой капустный, часа на два.
[00:00:46.760 --> 00:00:48.880]   Ну, а потом это всё писалось
[00:00:48.880 --> 00:00:50.820]   просто в стол для души, как отдушина.
[00:00:50.820 --> 00:00:52.000]   Особенно, повторюсь,
[00:00:52.000 --> 00:00:54.840]   вот уже когда стало понятно,
[00:00:54.840 --> 00:00:56.840]   что сначала ничего не понятно, а потом всё рухнуло.
[00:00:58.280 --> 00:01:00.000]   И, может быть, я не набралась бы
[00:01:00.000 --> 00:01:01.860]   оковянства вообще как-то это выносить
[00:01:01.860 --> 00:01:04.100]   на публику, если бы
[00:01:04.100 --> 00:01:05.860]   не познакомилась с Алексеем Дедуровым.
[00:01:05.860 --> 00:01:06.940]   Вот так.
[00:01:06.940 --> 00:01:09.320]   Да. Дело в том, что в редакции
[00:01:09.320 --> 00:01:11.420]   многотиражной газеты
[00:01:11.420 --> 00:01:14.040]   МВТУ имени Баумана, где я была тогда редактором...
[00:01:14.040 --> 00:01:15.740]   Угу. То есть у нас с вами ещё одна
[00:01:15.740 --> 00:01:17.100]   пуповинка образовывается.
[00:01:17.100 --> 00:01:20.020]   Да. Дело в том, что я бауманец по первому образованию.
[00:01:20.020 --> 00:01:21.820]   Вот. И с которой мы
[00:01:21.820 --> 00:01:23.420]   выиграли последний в истории
[00:01:23.420 --> 00:01:25.580]   Министерства образования СССР
[00:01:25.580 --> 00:01:28.080]   всесоюзный конкурс студенческих газет.
[00:01:28.280 --> 00:01:29.780]   Мы первое место тогда заняли.
[00:01:29.780 --> 00:01:31.460]   И вот, например, поэма
[00:01:31.460 --> 00:01:33.340]   «Ворошиловский стрелок Дедурова» впервые была
[00:01:33.340 --> 00:01:35.660]   публикована у Бауманца. Благодаря чему?
[00:01:35.660 --> 00:01:37.480]   Потому что в редакции работала Ленка Исаева.
[00:01:37.480 --> 00:01:39.980]   Вот. Это она ещё не была
[00:01:39.980 --> 00:01:41.580]   тогда не членом Союза писателей,
[00:01:41.580 --> 00:01:42.980]   а была моим корреспондентом.
[00:01:42.980 --> 00:01:45.120]   Я была редактором в свои 25 лет.

whisper_print_timings:     load time =  2266.38 ms
whisper_print_timings:     fallbacks =   0 p /   0 h
whisper_print_timings:      mel time =    55.18 ms
whisper_print_timings:   sample time =  1555.62 ms /  3324 runs (     0.47 ms per run)
whisper_print_timings:   encode time = 76276.59 ms /     4 runs ( 19069.15 ms per run)
whisper_print_timings:   decode time =   175.39 ms /     2 runs (    87.70 ms per run)
whisper_print_timings:   batchd time = 83947.35 ms /  3305 runs (    25.40 ms per run)
whisper_print_timings:   prompt time =  8592.33 ms /   623 runs (    13.79 ms per run)
whisper_print_timings:    total time = 173158.34 ms

Как видите, распознавание на CPU было выполнено за 173 секунды и довольно качественно.

Ускорим распознавание с помощью GPU

Для использования GPU на компьютере с Microsoft Windows и видеокартой NVIDIA скачайте архив whisper-cublas-12.4.0-bin-x64.zip, распаковав его в каталог C:\whisper-cuda\. Затем скопируйте модели в каталог C:\whisper-cuda\models.

Запустим распознавание сначала для небольшого файла from-mic.wav:

Скрытый текст
cd C:\whisper-cuda
C:\whisper-cuda>whisper-cli.exe -m models\ggml-large-v3.bin -f c:\asr-fvds\input\from-mic.wav -l ru
ggml_cuda_init: GGML_CUDA_FORCE_MMQ:    no
ggml_cuda_init: GGML_CUDA_FORCE_CUBLAS: no
ggml_cuda_init: found 1 CUDA devices:
  Device 0: NVIDIA GeForce GTX 1650, compute capability 7.5, VMM: yes
whisper_init_from_file_with_params_no_state: loading model from 'models\ggml-large-v3.bin'
whisper_init_with_params_no_state: use gpu    = 1
whisper_init_with_params_no_state: flash attn = 1
whisper_init_with_params_no_state: gpu_device = 0
whisper_init_with_params_no_state: dtw        = 0
whisper_init_with_params_no_state: devices    = 2
whisper_init_with_params_no_state: backends   = 2
whisper_model_load: loading model
…
whisper_model_load: CUDA0 total size =  3094.36 MB
whisper_model_load: model size    = 3094.36 MB
whisper_backend_init_gpu: using CUDA0 backend
…

main: processing 'c:\asr-fvds\input\from-mic.wav' (259662 samples, 16.2 sec), 4 threads, 1 processors, 5 beams + best of 5, lang = ru, task = transcribe, timestamps = 1 ...

[00:00:00.000 --> 00:00:02.680]   Раз, два, три, четыре, пять.
[00:00:02.680 --> 00:00:04.320]   Вышел зайчик погулять.
[00:00:04.320 --> 00:00:06.340]   Вдруг охотник выбегает.
[00:00:06.340 --> 00:00:07.940]   Прямо в зайчика стреляет.
[00:00:07.940 --> 00:00:10.940]   Пиф-паф, ой-ой-ой, умирает зайчик мой.
[00:00:10.940 --> 00:00:12.840]   Принесли его домой.
[00:00:12.840 --> 00:00:14.420]   Оказался он живой.

whisper_print_timings:     load time =  2965.71 ms
whisper_print_timings:     fallbacks =   0 p /   0 h
whisper_print_timings:      mel time =     9.60 ms
whisper_print_timings:   sample time =   146.28 ms /   450 runs (     0.33 ms per run)
whisper_print_timings:   encode time =  7960.13 ms /     1 runs (  7960.13 ms per run)
whisper_print_timings:   decode time =     0.00 ms /     1 runs (     0.00 ms per run)
whisper_print_timings:   batchd time = 12136.23 ms /   448 runs (    27.09 ms per run)
whisper_print_timings:   prompt time =     0.00 ms /     1 runs (     0.00 ms per run)
whisper_print_timings:    total time = 23438.64 ms

Как видите, на этот раз был использован GPU:

ggml_cuda_init: found 1 CUDA devices:
  Device 0: NVIDIA GeForce GTX 1650, compute capability 7.5, VMM: yes
whisper_init_from_file_with_params_no_state: loading model from 'models\ggml-large-v3.bin'

С GPU время распознавания составило 23 секунды, против 32 секунд работы только на CPU.

Теперь запустим распознавание на большом файле:

cd C:\whisper-cuda
whisper-cli.exe -m models\ggml-large-v3.bin -f 
c:\asr-fvds\input\input.wav -l ru

Посмотрим на выдачу команды:

whisper_print_timings:     load time =  2899.25 ms
whisper_print_timings:     fallbacks =   0 p /   0 h
whisper_print_timings:      mel time =    54.38 ms
whisper_print_timings:   sample time =  1232.07 ms /  3331 runs (     0.37 ms per run)
whisper_print_timings:   encode time = 30350.93 ms /     4 runs (  7587.73 ms per run)
whisper_print_timings:   decode time =   656.79 ms /    11 runs (    59.71 ms per run)
whisper_print_timings:   batchd time = 90675.35 ms /  3303 runs (    27.45 ms per run)
whisper_print_timings:   prompt time =  4313.50 ms /   623 runs (     6.92 ms per run)
whisper_print_timings:    total time = 130534.67 ms

Как видите, время распознавания с применением GPU составило 130 секунд, по сравнению с 173 секундами на CPU.

Для дополнительного ускорения распознавания настроим параметры:

whisper-cli.exe -m models\ggml-large-v3.bin -f 
c:\asr-fvds\input\input.wav -l ru -t 12 -otxt -nt -pc false

Здесь мы использовали 12 потоков CPU (параметр -t 12), выводим только текст (-otxt), отменили вывод временных меток слов (-nt), отключили вывод прогресса в консоль (-pc false).

Теперь вместо 130 секунд программа всё сделала за 116 секунд:

whisper_print_timings:     load time =  2794.66 ms
whisper_print_timings:     fallbacks =   0 p /   0 h
whisper_print_timings:      mel time =    33.83 ms
whisper_print_timings:   sample time =  1024.46 ms /  2801 runs (     0.37 ms per run)
whisper_print_timings:   encode time = 29749.33 ms /     4 runs (  7437.33 ms per run)
whisper_print_timings:   decode time =   194.69 ms /     3 runs (    64.90 ms per run)
whisper_print_timings:   batchd time = 77307.71 ms /  2782 runs (    27.79 ms per run)
whisper_print_timings:   prompt time =  4352.52 ms /   600 runs (     7.25 ms per run)
whisper_print_timings:    total time = 115867.71 ms

Загрузку GPU можно наблюдать в диспетчере задач (рис. 4).

Рис. 4. Загрузка GPU при выполнении распознавания
Рис. 4. Загрузка GPU при выполнении распознавания

GPU в Microsoft Windows 11 используется для ускорения и при обычной работе, например, при открытии или перемещении окон. Распознавание речи отнимает практически все ресурсы GPU.

Распознавание речи в файлах с выделением спикеров

Профессиональные системы распознавания речи из файлов обычно предоставляют не только текстовую распечатку, но и функцию автоматического распознавания спикеров — диаризацию (diarization). Это очень удобно, например, при расшифровке записи совещаний с несколькими людьми.

Я сделал такую систему на сервере Ubuntu 22.04 с GPU Tesla-T4 на базе Whisper — модели распознавания речи от OpenAI, CUDA, Python и сервера WebSocket.

Установка ПО на сервер

Чтобы снизить затраты, я арендовал для экспериментов сервер с GPU у одного из провайдеров, предлагающих посекундную оплату.

При установке прежде всего нужно обновить и перезагрузить систему:

$ sudo apt update && sudo apt upgrade -y
$ sudo reboot

На следующем шаге устанавливаем драйверы NVIDIA:

$ mkdir asr-public
$ cd asr-public
$ chmod +x install_nvidia_definite_public.sh
./install_nvidia_definite_public.sh

Скрипт install_nvidia_definite_public.sh вы можете загрузить из моего репозитория.

После установки перезагрузите OC и запустите программу nvidia-smi (рис. 5).

Рис. 5. Просмотр характеристик GPU с помощью nvidia-smi
Рис. 5. Просмотр характеристик GPU с помощью nvidia-smi

Здесь вы увидите тип GPU, установленного на сервере, версию драйвера и CUDA, объем памяти GPU (в данном случае 16 ГБайт) и другую информацию.

На следующем этапе запустите скрипт полной установки необходимых модулей Python install_complete-public.sh:

$ chmod +x install_complete-public.sh
$ ./install_complete-public.sh

При успешном завершении он выведет на консоль версии установленных программ и пакетов:

Все компоненты установлены:
  • PyTorch 2.1.0 + CUDA 11.8
  • PyTorch Lightning 2.0.9
  • Whisper (все модели)
  • PyAnnote 3.1.1

Если всё хорошо, проверьте систему скриптом check_system-public.sh:

chmod +x check_system-public.sh
./check_system-public.sh

Этот скрипт должен показать на консоли краткий отчёт:

=========================================
КРАТКИЙ ОТЧЕТ
=========================================
ОС: Ubuntu 22.04.5 LTS
Python: 3.10.12
GPU: Обнаружена (Tesla T4)
Отсутствует пакетов: 15 системных, 11 Python
=========================================

Теперь активируйте виртуальное окружение Python, чтобы продолжить в нём установку:

$ source whisper_gpu_complete_env/bin/activate
(whisper_gpu_complete_env) ubuntu@asr01:~$

Запустите в этом окружении скрипт quick_test.sh (будет создан автоматически скриптом install_complete-public.sh), а затем программу whisper с параметром -h для выдачи справки об использовании:

./quick_test.sh
whisper -h

Запуск программы распознавания с диаризацией

После установки первым делом выполните быструю проверку распознавания, загрузив звуковой файл с речью на английском языке из репозитория Github и запустите whisper:

$ wget -q https://github.com/openai/whisper/raw/main/tests/jfk.flac
$ whisper jfk.flac --model tiny --device cuda --output_format txt

Если все работает, испытайте более сложную программу с диаризацией whisper_pyannote_gpu_v3.py, загрузив её из моего репозитория:

$ source whisper_gpu_complete_env/bin/activate

$ python whisper_pyannote_gpu_v3.py 
/home/ubuntu/asr-public/input/fm-records_25.wav --whisper-model 
large-v3 --language ru --export-all --hf-token hf_*********

В параметре --hf-token нужно задать токен, полученный на сайте https://huggingface.co. Это можно сделать бесплатно, но потребуется регистрация.

После завершения распознавания на консоли появятся результаты, показанные здесь в сокращённом виде:

Скрытый текст
======================================================================
ДИАРИЗАЦИЯ И ТРАНСКРИПЦИЯ (v2.1)
======================================================================
Устройство: cuda
Аудиофайл: /home/ubuntu/asr-public/input/fm-records_25.wav
Диаризация: включена
Сценарий: meeting
Модель Whisper: large-v3

Этап 1: Конфигурация...
Этап 2: Диаризация...
Загрузка модели диаризации для сценария 'meeting'...
Применение гиперпараметров: ['min_speakers', 'max_speakers', 'segmentation_threshold', 'clustering', 'step']
Модель загружена на cuda
Диаризация файла: fm-records_25.wav
Дополнительные параметры: {'min_speakers': 2, 'max_speakers': 10}
✓ Обнаружено 114 сегментов диаризации
✓ Обнаружено 2 спикеров: SPEAKER_00, SPEAKER_01

Этап 3: Транскрипция...
Загрузка модели Whisper large-v3 на cuda...
Транскрипция файла: fm-records_25.wav
Запуск распознавания...
✓ Распознано 117 сегментов транскрипции

Этап 4: Совмещение и постобработка...
Совмещение транскрипции и диаризации...
  Совмещено 20/117 сегментов
  Совмещено 40/117 сегментов
  Совмещено 60/117 сегментов
  Совмещено 80/117 сегментов
  Совмещено 100/117 сегментов
  Совмещено 117/117 сегментов
✓ Совмещение завершено
Постобработка сегментов...
✓ После постобработки: 9 сегментов, 2 спикеров

Этап 5: Экспорт результатов...
Экспорт в текстовый файл: ./results/fm-records_25_20260118_094116.txt
Экспорт в JSON: ./results/fm-records_25_20260118_094116.json
Экспорт в SRT: ./results/fm-records_25_20260118_094116.srt
Экспорт в VTT: ./results/fm-records_25_20260118_094116.vtt
Статистика сохранена: ./results/fm-records_25_20260118_094116_stats.json

======================================================================
ОБРАБОТКА ЗАВЕРШЕНА
======================================================================
✓ Файл результатов: ./results/fm-records_25_20260118_094116.txt
✓ Общее время аудио: 414.8 сек (6.9 мин)
✓ Всего сегментов: 9
✓ Обнаружено спикеров: 2

Распределение по спикерам:
  SPEAKER_01: 375.6 сек (90.5%)
  SPEAKER_02: 31.1 сек (7.5%)
✓ Результаты сохранены в: ./results

После завершения работы программа запишет результаты в файлы типов JSON, SRT, и VTT (рис. 5). Также в формате JSON будет сохранена статистика.

Рис. 5. Результаты распознавания с диаризацией
Рис. 5. Результаты распознавания с диаризацией

Передавая программе разные звуковые файлы с записью, где есть несколько спикеров, испытайте диаризацию в работе.

Краткое описание программы whisper_pyannote_gpu_v3

Программа whisper_pyannote_gpu_v3.py объединяет распознавание речи (на базе Whisper) и диаризацию спикеров (через PyAnnote Speaker Diarization 3.1). Обе эти функции используют для ускорения работы GPU.

Для распознавания речи модуль AdvancedWhisperTranscriber загружает модель Whisper. Если на сервере есть GPU, используется оптимизация.

Модуль AdvancedDiarizer создаёт список сегментов по времени с идентификаторами спикеров и статистикой. Он реализует алгоритм автоматического определения речи VAD (Voice Activity Detection), выделяя ее из тишины и шума.

Сегменты Whisper и PyAnnote сопоставляются по временному пересечению в классе IntelligentAligner. Он также выполняет проверяет близость границ и поиск ближайшего сегмента. При этом каждому сегменту присваивается спикер, метод совмещения и оценка уверенности.

Здесь оценка уверенности — это числовая мера того, насколько модель "уверена", что данный фрагмент речи принадлежит конкретному спикеру.

Она основана на вероятностях, выдаваемых нейросетью, и используется для фильтрации ошибок и улучшения качества итоговой разметки.

Оптимизация аудио файлов

Тестируя разные файлы, вы обнаружите, что качество распознавания может оказаться невысоким, если звуковые файлы содержат шумы, искажения или разного рода аномалии.

Конечно, для распознавания была бы идеальна высококачественная запись, сделанная в студии, но реальность обычно очень далека от этого. Приходится иметь дело с такими звуковыми файлами, какие есть.

Чтобы улучшить звуковой файл с речью, можно обработать его, например, программой ffmpeg.

Ниже представлена команда, выполняющая предварительную обработку аудиофайла записи лекции в аудитории, оптимизируя его для систем распознавания речи. Она удаляет низкочастотный и высокочастотный шум, ослабляет гул и резонансы, подавляет фоновый шум, выравнивает громкость и приводит аудио к формату, оптимальному для Whisper:

ffmpeg -i /home/ubuntu/input/23-sent-20.45​.aac_000.aac -af "highpass=f=150, lowpass=f=7500, equalizer=f=180:t=q:w=1:g=-6, afftdn=nf=-28, dynaudnorm=f=200:g=18" -ar 16000 -ac 1 -c:a pcm_s16le /home/ubuntu/input/whisper.wav

Здесь параметры аудио фильтров -af решают такие задачи:

  • highpass=f=150 — убирает низкочастотный гул и вибрации ниже 150 Гц;

  • lowpass=f=7500 — отсекает высокочастотный шум выше 7,5 к=КГц;

  • equalizer=f=180:t=q:w=1:g=-6 — подавляет резонанс и «бубнение» голоса в области 180 Гц (важно для распознавания голоса лектора, записанного в учебной аудитории);

  • afftdn=nf=-28 — включает частотное шумоподавление;

  • dynaudnorm=f=200:g=18 — выравнивает громкость речи по всему файлу

Для того чтобы задать нужный формат выходного файла, укажите следующие параметры:

  • -ar 16000 — частота дискретизации 16 КГц;

  • -ac 1 — монофонический файл;

  • -c:a pcm_s16le — несжатый WAV, 16 бит

На рис. 6 показан исходный звуковой файл записи лекции в окне программы Ocenaudio, а на рис. 7 — результаты обработки программой ffmpeg с указанными выше параметрами.

Рис. 6. Исходный звуковой файл записи лекции
Рис. 6. Исходный звуковой файл записи лекции
Рис. 7. Результат обработки звукового файла программой ffmpeg
Рис. 7. Результат обработки звукового файла программой ffmpeg

Как видите, звук стал монофоническим, частота дискретизации изменилась и стала равной 16000 Гц, была выровнена громкость речи по всему файлу.

Здесь результат получился удовлетворительный, но, конечно, параметры аудио фильтров нужно подбирать исходя их особенностей ваших аудио файлов.

Потоковое распознавание речи

Конечно, можно найти много применений функции распознавания речи, записанной в аудиофайлах. Однако ещё интереснее распознавать речь в реальном времени, «на лету» или как ещё говорят, в потоке. Для решения такой задачи не обойтись без GPU, значительно ускоряющего распознавание. Кстати, современные мобильные телефоны содержат GPU, встроенные в чипсет.

Для экспериментов с потоковым распознаванием речи я подключил веб-камеру Logitech через USB к микрокомпьютеру Репка 4 отечественной сборки (рис. 8).

Рис. 8. Клиент сервера потокового распознавания речи
Рис. 8. Клиент сервера потокового распознавания речи

Этот компьютер играет роль клиента для сервера потокового распознавания речи.

Ниже я рассмотрю другой вариант — использование в качестве клиента настольного компьютера или ноутбука с ОС Microsoft Windows с микрофоном или веб-камерой.

Установка сервера для потокового распознавания

Я предполагаю, что вы уже установили сервер Ubuntu с GPU, как это было описано ранее в этой статье. Выполним установку потокового распознавания на этот сервер.

Создайте виртуальное окружение и обновите pip:

$ python3 -m venv /home/ubuntu/asr-public-streaming
$ source /home/ubuntu/asr-public-streaming/bin/activate
$ pip install --upgrade pip

На следующем шаге нужно установить CUDA 12.0, предварительно выполнив очистку:

$ sudo apt --purge remove "*cuda*"
$ sudo rm -f /etc/apt/sources.list.d/cuda*
$ sudo rm -f /usr/share/keyrings/cuda*
$ sudo apt update
$ wget https://developer.download.nvidia.com/compute/cuda/12.0.1/local_installers/cuda_12.0.1_525.85.12_linux.run
chmod +x cuda_12.0.1_525.85.12_linux.run
sudo ./cuda_12.0.1_525.85.12_linux.run --toolkit --silent --override

Добавьте к файлу ~/.bashrc экспорт путей к CUDA:

$ echo 'export PATH=/usr/local/cuda-12.0/bin:$PATH' >> ~/.bashrc
$ echo 'export 
LD_LIBRARY_PATH=/usr/local/cuda-12.0/lib64:$LD_LIBRARY_PATH' >> ~/.bashrc
$ source ~/.bashrc

После выполнения этих действий проверьте версию установленного CUDA:

$ nvcc --version
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2023 NVIDIA Corporation
Built on Fri_Jan__6_16:45:21_PST_2023
Cuda compilation tools, release 12.0, V12.0.140
Build cuda_12.0.r12.0/compiler.32267302_0

Теперь осталось установить необходимые пакеты и можно приступать к запуску сервера:

$ source /home/ubuntu/asr-public-streaming/bin/activate
$ pip install fastapi 'uvicorn[standard]' faster-whisper[all] torch torchvision torchaudio

Запуск потокового сервера

Перед запуском сервера активируйте настройки в файле ~/.bashrc и виртуальную среду:

$ source ~/.bashrc
$ source /home/ubuntu/asr-public-streaming/bin/activate

С целью тестирования сервер можно запустить из консоли простой командой:

$ python asr_server_async.py

После запуска программа будет ожидать подключения клиента на порту 8000 (рис. 9).

Рис. 9. Сервер asr_server_async.py запущен
Рис. 9. Сервер asr_server_async.py запущен

Программа asr_server_async.py доступна в моём репозитории.

Краткое описание программы asr_server_async

Программа автоматического распознавания речи реализована как асинхронный сервер на базе FastAPI и модели Faster-Whisper. Она получает поток данных аудио через WebSocket, обрабатывает его в реальном времени и отправляет распознанный текст обратно клиенту.

Клиент подключается к маршруту /ws/asr. Сервер получает данные от клиента и преобразует их в массив numpy с типом int16, накапливая в буфере.

Поле накопления данных за три секунды данные преобразуются в формат float32 и передаются в модель для распознавания речи. Процесс распознавания запускается асинхронно с применением asyncio.to_thread, не блокируя основной цикл сервера.

Полученные сегменты текста отправляются обратно клиенту через WebSocket. В режиме отладки выводятся подробные статистики амплитуды, логарифмические вероятности распознанных сегментов.

В режиме отладки полученный поток сохраняется в WAV-файл с уникальным именем, включающим метку времени и идентификатор подключения.

При сохранении аудио выполняется проверка уровня сигнала. Если амплитуда слишком мала, сервер предупреждает о слабом сигнале, если слишком велика — о возможном клиппинге. Это позволяет диагностировать проблемы с микрофоном или настройками записи.

Дополнительно сервер предоставляет еще несколько маршрутов:

  • /recordings — просмотр всех сохраненных записей в режиме отладки;

  • /recordings/clear — удаление всех записей;

  • /health — проверка состояния сервера, включая используемое устройство (CPU/GPU), модель и режим отладки

Клиент сервера потокового распознавания на базе Repka Pi 4

В качестве клиента потокового сервера можно использовать микрокомпьютер отечественного производства Repka Pi 4. Я подготовил для него программу mic_client_arecord_public.py.

Для установки и настройки клиента сначала скачайте нужную вам прошивку Repka OS на сайте Repka-Pi, запишите её на карту SD и выполните загрузку Repka Pi 4 с этой карты.

Далее выполните установку необходимых программ и библиотек:

sudo apt update
sudo apt install -y alsa-utils python3 python3-pip

Проверьте ALSA:

arecord –version
arecord: version 1.2.6 by Jaroslav Kysela <[email protected]>

Создайте и активируйте виртуальное окружение:

apt install python3.10-venv
python3 -m venv venv
source venv/bin/activate

Установите необходимые библиотеки:

pip install --upgrade pip
pip install numpy websocket-client torch silero-vad
pip install websockets

Для проверки микрофона прежде всего посмотрите список устройств:

arecord -l
**** Список CAPTURE устройств ****
карта 0: ac200audio [ac200-audio], устройство 0: 508f000.i2s-ac200-dai ac200-dai-0 [508f000.i2s-ac200-dai ac200-dai-0]
  Подустройства: 1/1
  Подустройство №0: subdevice #0
карта 1: U0x46d0x825 [USB Device 0x46d:0x825], устройство 0: USB Audio [USB Audio]
  Подустройства: 1/1
  Подустройство №0: subdevice #0

В данном случае я подключил веб-камеру Logitech с микрофоном к разъёму USB. Микрофон был обнаружен на карте 1, устройство 0. Для проверки запустите команду arecord и говорите в микрофон:

arecord -D plughw:1,0 -f S16_LE -r 16000 -c 1 test.wav

Чтобы прервать запись, нажмите комбинацию клавиш Ctrl+C. Прослушайте запись командой aplay:

aplay test.wav

Теперь, находясь в виртуальном окружении, запустите клиент потокового сервера:

cd venv
# python3 mic_client_arecord_public.py

После подключения к серверу клиента произносите слова в микрофон и наблюдайте за консолью клиента (рис. 10) и сервера (рис. 11).

Рис. 10. На консоль клиента выводятся результаты распознавания в потоке (адрес IP сервера не показан)
Рис. 10. На консоль клиента выводятся результаты распознавания в потоке (адрес IP сервера не показан)
Рис. 11. Консоль сервера в процессе распознавания (адрес IP клиента скрыт)
Рис. 11. Консоль сервера в процессе распознавания (адрес IP клиента скрыт)

Распознанный текст не совсем соответствует оригиналу, но смысл сохранился (а рифма — нет).

Клиент сервера потокового распознавания для Windows

Я также подготовил и протестировал программу клиента для Microsoft Windows 11 asr_client_enhanced.py. Она полностью совместима с рассмотренным выше сервером потокового распознавания.

Эта программа захватывает звук в реальном времени, разбивает его на небольшие фрагменты и отправляет на сервер, одновременно принимая текстовые ответы распознавания.

Если запустить программу в консоли, она будет отправлять данные на сервер и выводить результаты распознавания (рис. 12).

Рис. 12. Работа клиента сервера распознавания в Microsoft Windows (адрес IP сервера скрыт)
Рис. 12. Работа клиента сервера распознавания в Microsoft Windows (адрес IP сервера скрыт)

Установка сервера для работы с Parakeet

При установке сервера для работы с Parakeet основная трудность заключается в согласовании версий пакетов.

Предположим, что мы работаем на том же сервере, где только что настроили потоковое распознавание с помощью Whisper.

Первым делом обновим систему и проверим установку основных пакетов:

sudo apt-get update
sudo apt-get upgrade -y
sudo apt-get install -y python3.10 python3.10-venv python3.10-dev
sudo apt-get install -y libsndfile1 ffmpeg sox cmake build-essential git curl wget

Далее установим NVIDIA CUDA Toolkit:

wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb
sudo dpkg -i cuda-keyring_1.1-1_all.deb
sudo apt-get update
sudo apt-get install -y cuda-toolkit-12-2

Проверим установку:

python3 --version
python 3.10.12

nvcc –-version
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2023 NVIDIA Corporation
Built on Fri_Jan__6_16:45:21_PST_2023
Cuda compilation tools, release 12.0, V12.0.140
Build cuda_12.0.r12.0/compiler.32267302_0
nvidia-smi

В результатах работы этой команды должна быть строка:

NVIDIA-SMI 535.274.02 Driver Version: 535.274.02 CUDA Version: 12.2

Создадим, настроим и активируем виртуальное окружение:

mkdir -p /home/ubuntu/parakeet_v3
cd /home/ubuntu/parakeet_v3
python3.10 -m venv venv
source venv/bin/activate
pip install --upgrade pip

Дальше перейдём к установке зависимостей. Прежде всего установим PyTorch и CUDA 11.8:

pip install torch==2.1.0 torchaudio==2.1.0 --index-url https://download.pytorch.org/whl/cu118

Установим зависимости для NeMo:

pip install Cython==0.29.36
pip install huggingface-hub==0.23.0
pip install transformers==4.33.3
pip install omegaconf==2.3.0
pip install hydra-core==1.3.2
pip install pytorch-lightning==2.0.7
pip install torchmetrics==1.8.2

Устанавливаем nemo-toolkit:

pip install nemo-toolkit==1.21.0

Затем устанавливаем пакеты для обработки аудио и веб-сервера:

pip install soundfile==0.13.1
pip install librosa==0.11.0
pip install fastapi==0.104.1
pip install uvicorn[standard]==0.24.0
pip install websockets==12.0

Теперь переходим к установке остальных зависимостей:

pip install numpy==1.23.5
pip install sentencepiece==0.1.99
pip install tokenizers==0.13.3
pip install onnx==1.20.1
pip install tensorboard==2.20.0
pip install wget==3.2
pip install pandas==2.3.3
pip install inflect==7.5.0
pip install nltk==3.9.2
pip install joblib==1.5.3
pip install pillow==12.1.0
pip install pooch==1.8.2
pip install audioread==3.1.0
pip install resampy==0.4.3
pip install colorama==0.4.6
pip install webdataset==0.1.62
pip install pyannote.core==5.0.0
pip install pyannote.metrics==3.2.1
pip install pyannote.database==5.1.3
pip install editdistance==0.8.1
pip install jiwer==4.0.0
pip install ipython==8.38.0

На этом этапе не помешает проверить установку основных пакетов:

python -c "
import torch
print(f'PyTorch: {torch.__version__}')
print(f'CUDA доступна: {torch.cuda.is_available()}')
if torch.cuda.is_available():
    print(f'GPU: {torch.cuda.get_device_name(0)}')
"

Программа должна вывести на консоль:

PyTorch: 2.9.1+cu128
CUDA доступна: True
GPU: NVIDIA A2

Далее установите youtokentome из исходников:

cd /tmp
git clone https://github.com/vkcom/youtokentome.git
cd youtokentome
git checkout v1.0.6
pip install Cython==0.29.36 setuptools==65.5.0
python setup.py build_ext --inplace
python setup.py install

Проверьте NeMo:

python -c "
import nemo.collections.asr as nemo_asr
print('NeMo импортирован успешно')
"

Переустановите numpy на правильную версию:

pip uninstall -y numpy
pip install numpy==1.23.5

Теперь сервер готов к запуску.

Краткое описание программы asr_server_optimized

Программа asr_server_optimized.py представляет собой сервер автоматического распознавания речи с использованием модели NVIDIA Parakeet v3, NVIDIA NeMo и FastAPI.

Сервер принимает аудиопоток от клиентов по WebSocket, распознаёт в нём текст и возвращает результаты распознавания в реальном времени. В программе сервера реализованы такие маршруты:

  • ws/asr для работы с аудиопотоком через WebSocket;

  • ws/health для проверки состояния сервера и доступности модели

Аналогично рассмотренному выше серверу на базе модели Faster-Whisper, этот сервер собирает данные аудио в буфер и запускает распознавание в отдельном потоку с помощью ThreadPoolExecutor.

Этот сервер способен работать с теми же самыми клиентами, что и ранее описанный сервер потокового распознавания на базе модели Faster-Whisper.

Запуск сервера с Parakeet

Перейдите в каталог проекта и запустите программу сервера asr_server_optimized.py:

cd /home/ubuntu/parakeet_v3
source venv/bin/activate
python asr_server_optimized.py

Результаты работы сервера видны на консоли (рис. 13).

Рис. 13. Работа сервера потокового распознавания на Parakeet
Рис. 13. Работа сервера потокового распознавания на Parakeet

Как видите, время распознавания фрагментов очень невелико и составляет сотые доли секунды. При этом обеспечивается вполне приёмлемое качество распознавания — текст практически полностью соответствует произнесённым в микрофон словам.

Установка программы распознавания речи в Docker

Для промышленного применения удобнее использовать Docker. Это ускоряет развёртывание программы и даёт возможность масштабирования.

Займёмся созданием контейнера для запуска программы whisper_pyannote_gpu_v3.py распознавания речи в файлах, о которой я рассказывал выше.

Сразу скажу, что перед использованием Docker нужно установить на сервер (не в контейнер) драйвер NVIDIA с помощью скрипта install_nvidia_definite_public.sh, а также NVIDIA Container Toolkit.

Установка Docker на сервер Ubuntu

Установку Docker можно выполнить следующей последовательностью команд:

sudo apt install -y ca-certificates curl gnupg  lsb-release
sudo mkdir -p /etc/apt/keyrings
 curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo gpg --dearmor -o /etc/apt/keyrings/docker.gpg
echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable" | sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
sudo apt update
sudo apt install -y docker-ce docker-ce-cli containerd.io docker-compose-plugin
sudo usermod -aG docker $USER
 newgrp docker

После установки проверьте работу Docker:

docker run hello-world

Она должна вывести на консоль приглашение, содержащее строку «Hello from Docker!».

Установка NVIDIA Container Toolkit

Далее установите NVIDIA Container Toolkit с помощью следующей последовательности команд:

curl -fsSL https://nvidia.github.io/libnvidia-container/gpgkey | sudo gpg --dearmor -o /usr/share/keyrings/nvidia-container-toolkit-keyring.gpg
curl -s -L https://nvidia.github.io/libnvidia-container/stable/deb/nvidia-container-toolkit.list | sed 's#deb https://#deb [signed-by=/usr/share/keyrings/nvidia-container-toolkit-keyring.gpg] https://#g' | sudo tee /etc/apt/sources.list.d/nvidia-container-toolkit.list
sudo apt update
 sudo apt install -y nvidia-container-toolkit
sudo nvidia-ctk runtime configure --runtime=docker

После установки перезапустите сервис Docker:

sudo systemctl restart docker

Проверьте доступность GPU:

docker run --rm --gpus all nvidia/cuda:12.1.1-base-ubuntu22.04 nvidia-smi

Сборка контейнера

Создайте каталог для сборки контейнера, например, asr-public2, и сделайте его текущим:

cd asr-public2

Создайте здесь подкаталоги input и results для хранения звуковых файлов и для результатов распознавания, соответственно.

Также создайте в этом каталоге файлы Dockerfile, docker-compose.yml и requirements.txt. Все эти файлы доступны в моём репозитории на Github.

Далее, находясь в каталоге asr-public2, соберите контейнер:

docker compose build

Запуск контейнера

Для запуска контейнера создайте переменную среды HF_TOKEN:

export HF_TOKEN=hf_*****

Далее запустите контейнер:

docker compose up

Контейнер можно запустить и с указанием параметров:

docker run --rm --gpus all \
   -e HF_TOKEN=hf_******* \
   -v $(pwd)/input:/app/input \
   -v $(pwd)/results:/app/results \
   asr-public2-whisper-asr \
   /app/input/fm-records_25.wav \
   --whisper-model large-v3 \
   --language ru \
   --export-all \
   --hf-token hf_*******

Здесь вы сможете задать каталоги для входных и выходных файлов, имя звукового файла, модель для распознавания, язык и параметр, определяющий состав создаваемых файлов результата распознавания.

Что дальше

Теперь у вас есть инструкции, с помощью которых вы сможете проводить эксперименты с распознаванием речи, обрабатывая звуковые файлы (с диаризацией или без неё), и звуковые потоки, поступающие от микрофона или другого источника звука.

Тема распознавания речи с помощью нейронных сетей огромна, и конечно, обо всём невозможно рассказать в одной статье. Но даже и без глубокого знакомства с теорией можно создавать системы распознавания, пользуясь готовыми моделями и библиотеками Python.

Пишите в комментариях, какие задачи по распознаванию речи вы решали и с какими трудностями при этом сталкивались. Ваши комментарии будут учитываться при подготовке других статей этой тематики.

Автор @AlexandreFrolov

НЛО прилетело и оставило здесь промокод для читателей нашего блога:
-15% на заказ любого VDS (кроме тарифа Прогрев) — HABRFIRSTVDS.

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  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.11.25 20:37 robertalfred175

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

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 23:45 michaeldavenport238

    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

  • 01.12.25 23:45 michaeldavenport238

    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

  • 02.12.25 02:21 donald121

    In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)

  • 02.12.25 15:05 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. 

  • 03.12.25 09:22 tyrelldavis1

    I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ )    also on Mail: ([email protected]

  • 03.12.25 21:01 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 03.12.25 22:17 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 01:37 michaeldavenport238

    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

  • 04.12.25 01:37 michaeldavenport238

    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

  • 04.12.25 04:35 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 10:32 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 18:25 smithhazael

    Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.12.25 08:35 into11

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 05.12.25 08:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:44 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:39 michaeldavenport238

    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

  • 06.12.25 10:42 michaeldavenport238

    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

  • 07.12.25 08:43 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 08.12.25 02:17 liam

    I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life

  • 08.12.25 09:07 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 09.12.25 00:18 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 01:01 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com

  • 09.12.25 05:44 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 10:24 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 10:25 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 14:16 Matt Kegan

    Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done. 

  • 12.12.25 22:38 swanky

    After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.

  • 13.12.25 08:22 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:23 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:28 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 15:29 Anthonymorphy30

    ⬛️ ARE YOU SEEKING TO RECOVER YOUR LOST FUNDS FROM INVESTMENT/TRADING SCAM OR ROMANCE SCAM??? OR YOU NEED LEGIT HACKING SERVICES SUCH AS PHONE HACK, WEBSITE HACK AND MORE????? TAKE YOUR TIME TO READ ⬛️ ⬛️ We have received numerous complaints of fraud associated with Romance Scam, websites that offers opportunities for Capital Investments, bitcoin investments and Trading on an Internet-based trading platforms. Most Of theese complaints falls into these theee categories: 1. 🔘Refusal to credit customers accounts or reimburse funds to customers: These complaints typically involves customers who have deposited money into their trading or investment account and eventually got deprived from withdrawing their capital and profits by the trading platforms. 2. 🔘Manipulation of software to generate losing trades: These complaints alleged that the Internet-based Investment and trading platforms manipulate the trading software to distort the Trading prices and payouts in order to ensure that the trade results in a Loss. 3. 🔘 Romance Scam where a scammer pretends to have romantic interest in someone to gain their trust—and then uses that trust to steal money or personal information. ⬛️ Most people have lost their hard earned money through these types of Scams but don’t know how to get a Legitimate Funds Recovery Expert. Truth be told, the only Specialists that is capable of retrieving your lost funds to these scams are Team of professional hackers and cyber forensic experts and this is where FUNDS RETRIEVAL PANEL comes in. FUNDS RETRIEVAL PANEL is an amalgamation of top notch Hackers, Cyber forensic Experts, Software Engineers and Backend Gurus who are dedicated to helping victims retrieve their Lost funds from online scams and frauds. We are the Leading Funds Recovery Expert who know various Retrieval Techniques and Strategies that suits different scenarios of Scam. With years of experience in the financial and tech sectors, we are the trusted solution for individuals looking to recover lost money. CONTACT US NOW to schedule your free consultation and start the process of recovering your funds. 🌍 www.fundsretrievalpanel.com 🌍 📩 [email protected]✉️ ☑️ We Also have a segregated Department that focuses on other LEGIT HACKING SERVICES SUCH AS: ▪️ PHONE HACKING & CLONING : very useful for getting evidence from someone else’s phone by gaining full access to all they do on their phones. ▪️ WEBSITE AND DATABASE HACKING 💻 ▪️ SOCIAL MEDIA ACCOUNTS HACKING 📱 ▪️LOCATION TRACKING 📌 CONTACT: 📩 [email protected]

  • 13.12.25 18:52 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 13.12.25 18:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 12:12 Anthony Irvin

    I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page

  • 18.12.25 13:24 Regency Victorian

    I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page

  • 18.12.25 20:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 20:55 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 21:02 James Robert

    This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101

  • 18.12.25 21:02 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 20.12.25 16:03 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 06.01.26 00:54 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 15:05 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 16:06 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.

  • 06.01.26 16:07 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)

  • 06.01.26 16:14 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 17:03 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.  http://www.solidblockforensics.com

  • 09.01.26 17:11 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 10.01.26 14:28 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)

  • 11.01.26 03:16 austinjarvis

    I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now.

  • 12.01.26 16:24 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 19.01.26 13:04 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 19.01.26 13:05 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 19.01.26 15:53 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 22.01.26 07:48 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 22.01.26 07:50 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 22.01.26 10:42 Tonerdomark

    I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.

  • 22.01.26 19:25 Angela_Moore

    Help to recover money from elon musk giveaway scam I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.

  • 23.01.26 07:35 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 23.01.26 07:35 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 26.01.26 10:36 alksnismareks

    It all started when I decided to explore online trading as a way to grow my savings. Like many, I trusted what appeared to be a legitimate platform, only to find myself trapped in a nightmare. After making consistent trades and finally deciding to withdraw my profits, I was met with silence. My account was suddenly restricted—no warning, no explanation. Every attempt to contact the broker went unanswered or was met with vague, dismissive replies. For three long, agonizing months, I lived in uncertainty. I couldn’t sleep at night. I replayed every email, every transaction, wondering if I’d made a mistake. But deep down, I knew the truth: I hadn’t done anything wrong. The broker had simply decided to lock me out and keep my money. During that time, I felt completely powerless—like I was shouting into a void. The stress affected my health, my relationships, and my ability to focus on anything else. There were days I truly believed that $167,000 was gone forever, lost to the shadows of the unregulated online trading world. I even began to accept it as a painful lesson—one that would cost me dearly but might teach me to be more cautious in the future. But something inside me refused to surrender completely. That’s when I discovered TechY Force Cyber Retrieval. At first, I was cautious—after being scammed once, I didn’t want to fall victim again. But everything about TechY Force felt different. They were transparent from the start. No grand promises, no pressure tactics. Just clear, professional communication and a deep understanding of how these fraudulent brokers operate. Most importantly, they are a licensed specialist in binary options and forex fund recovery, which gave me the confidence to move forward. From our very first consultation, their team treated my case with urgency and empathy. They walked me through the entire process, explained the legal and technical avenues available, and assured me they would handle every detail. They collected documentation, analyzed transaction trails, and engaged directly with the payment processors and the broker using precise, strategic methods I never could have navigated on my own. What happened next was nothing short of miraculous. Within weeks, the broker—who had ignored me for months—began responding. And then, without any further drama or delays, my full $167,000 USD was returned to me. No deductions. No hidden fees. Just clean, complete recovery. The relief I felt was indescribable. It wasn’t just about the money—it was about reclaiming control, restoring trust, and proving that even in the face of deception, there are still good people who fight for what’s right. If you’ve been locked out of your trading account, scammed by a fake investment platform, or had your funds unjustly withheld, please know this: you are not alone, and your money may not be lost forever. Thanks to TechY Force Cyber Retrieval, I got my life back. Their expertise, integrity, and unwavering commitment turned my despair into deliverance. I cannot recommend them highly enough. To anyone reading this in distress: don’t give up. Reach out. Take that step. Because if someone like me—broken, doubtful, and nearly hopeless—can recover every dollar… so can you. WhatsApp them + 156 172 63 697 With heartfelt thanks and renewed hope, — A Recovered and Grateful Client

  • 26.01.26 23:21 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

  • 26.01.26 23:21 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

  • 26.01.26 23:21 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

  • 27.01.26 01:18 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 27.01.26 01:19 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 27.01.26 09:29 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

  • 27.01.26 09:29 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

  • 27.01.26 09:32 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

  • 29.01.26 05:03 joyo

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 30.01.26 08:23 joseph67t

    It's a joy to write this review. Since I began working with Marie at the beginning of 2018, the service has been outstanding. Hackers stole my monies, and I was frightened about how I would get them back. I didn't know where to begin, consequently it was a nightmare for me. But once my friend told me about ([email protected] and whatsap:+1 7127594675), things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading on Binance again!

  • 31.01.26 00:55 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 31.01.26 00:55 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.02.26 18:52 Christopherbelle

    Sylvester Bryant is a top crypto recovery agent! Then I contacted them with my story that i have been scammed. It took time, yet my stolen crypto was recovered . Need help? Reach out to Sylvester on WhatsApp at +1 512 577 7957 or +44 7428 662701. Or email yt7cracker@gmail . com.

  • 03.02.26 08:05 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

  • 03.02.26 08:05 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

  • 04.02.26 16:23 borutaralf

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  • 04.02.26 16:24 borutaralf

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  • 04.02.26 17:11 wendytaylor015

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

  • 05.02.26 12:07 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 05.02.26 15:46 feliciabotezatu

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  • 05.02.26 15:52 harryjones5

    How Can I Contact a Cryptocurrency Recovery Company? Visit iFORCE HACKER RECOVERY  I realize how volatile and thrilling cryptocurrency can be. After joining a Telegram-based service, I made consistent profits for six months before unexpected faults deprived me of approximately $343,000. Withdrawal blunders, little help, and rising dread kept me stuck. I then discovered iForce Hacker Recovery from positive reviews. They replied swiftly, handled my issue professionally, and walked me through every step. My valuables were returned within a week, giving me back my confidence. I heartily recommend their dependable, professional aid services. Contact Info: Website address: htt p:// iforcehackers. co m. Email: iforcehk @ consultant .co m WhatsApp: +1 240 803-3706

  • 06.02.26 14:44 feliciabotezatu

    Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are   Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms   - Wallet hacks and unauthorized transactions   - Forgotten passwords, seed phrases, or corrupted backups   - Inaccessible hardware or software wallets   Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work   1. Confidential Case Review      Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics      Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution      Depending on your case, we:      - Reconstruct access to locked wallets using secure decryption methods      - Engage with exchanges or payment processors to freeze or retrieve funds      - Provide forensic reports to support legal or compliance actions      - Negotiate with third parties when appropriate and safe   4. Secure Return & Prevention Advice      Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR?   No Recovery, No Fee – You only pay upon successful retrieval   Legitimate & Transparent – No upfront payments, no hidden costs   Global Expertise – Proven success across 50+ countries   Ethical Standards – All actions comply with cybersecurity and privacy best practices   While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto.   Act now—before critical evidence disappears.   Email: [email protected]   Visit: Official https://techyforcecyberretrieval.com  Website]   Available 24/7 for urgent cases   Your crypto may be missing—but with TFCR, it’s never truly lost.     ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.

  • 07.02.26 00:44 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.02.26 00:44 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.02.26 04:43 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.  http://www.solidblockforensics.com

  • 07.02.26 17:31 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

  • 10.02.26 23:52 frankqq

    It is a pleasure to write this review. Since I began working with Marie in early 2018, the service has been outstanding. My coins were stolen by hackers, and I was afraid I wouldn't be able to recover them. It was a nightmare for me because I didn't know where to start. But after my friend told me about [email protected] and whatsapp:+1 7127594675, things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading again.

  • 11.02.26 05:50 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.02.26 05:50 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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