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Голосовой ввод на русско-английском в 2026: WisprFlow, Handy, OpenWhispr, GigaAM v3 — для диктовки нейросетям и кода

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Эта статья будет особенно в кассу тем, кто много общается с нейросетями или кодит с ассистентами — Claude, ChatGPT, Cursor, Claude Code. В этих сценариях голосовой набор экономит реально много времени: объяснить задачу в три абзаца голосом — секунд 30, напечатать — минуты две. Но у русского IT-шника здесь есть нюанс: половина слов английские (push, deploy, pull request, Gemini, Whisper), и модели распознавания об эту смесь стабильно спотыкаются.

Дальше — срез состояния голосового ввода через призму именно этого сценария: диктовка LLM и код на русско-английском, облачные и локальные приложения, свежие модели распознавания речи.

В прошлом году я смотрел ролик Тиаго Форте — создателя концепции Second Brain — где он что-то делал при помощи Claude и показывал утилиту для голосового набора под названием WisprFlow. Она считывала его речь, форматировала, расставляла знаки препинания — прям вообще супер работало.

Сразу загорелся: надо пробовать.

С того момента прошло полгода. За это время — 5+ приложений, один pull request в open source (приняли в main!), бенчмарк двух моделей Whisper и промпт, который починил пунктуацию в 99% случаев. Эта статья — про весь путь. И про то, как те же модели работают для транскрибации записей.

Актуально на апрель 2026 года. Модели и приложения в этой области обновляются быстро — проверяйте версии.

Статья длинная, с техническими деталями. Если нужен быстрый ответ «что поставить» — в конце есть сводная таблица. Но если интересно, как одна модель пишет «research» латиницей, а другая — «ресёрч» кириллицей, и какая из них на самом деле лучше для русского с вкраплениями английского — читайте по порядку.

Зачем голосовой набор, если быстро печатаешь

Я печатаю бегло и по-русски, и по-английски. Но голосом мы говорим со скоростью 150-180 слов в минуту — а это в 2-3 раза быстрее, чем набираем текст.

Крупнейшее исследование скорости набора (Aalto University, 168 000 участников) показало среднюю скорость 52 слова в минуту (WPM). IT-специалисты печатают быстрее, в среднем около 70 WPM. Зак Прозер, developer advocate в Pinecone, замерил конкретно: 90 WPM печатью, 179 голосом. За год надиктовал 180 000 слов в 36 приложениях.

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Конечно, сырая скорость — не всё. После диктовки текст нужно проверить и поправить. Но вот что важно: насколько много правок — зависит от задачи. Если ты диктуешь медицинскую документацию, где каждое слово на вес золота, правки съедают значительную часть выигрыша. Но если ты диктуешь промпт в LLM, сообщение в Telegram или черновик поста — текст не должен быть идеальным. Нейросеть поймёт. Собеседник поймёт. Правок минимум.

Исследования подтверждают: диктовка даёт максимальный выигрыш именно на линейном повествовательном тексте — потоке сознания, email, заметках. На структурированном вводе (формы, шаблоны, код) клавиатура не хуже или даже лучше. А мои основные сценарии — как раз линейный текст: объяснить задачу нейросети на два абзаца, надиктовать длинное сообщение, проговорить идею для статьи.

С появлением вайб-кодинга голосовой набор стал ещё актуальнее. Andrej Karpathy — один из создателей OpenAI, бывший директор AI в Tesla — так описал свой воркфлоу с Cursor в знаменитом твите про vibe coding (3 февраля 2025, 6,8M просмотров):

I just talk to Composer with SuperWhisper so I barely even touch the keyboard

— Andrej Karpathy, X, 3 февраля 2025

Когда ты работаешь с Cursor или Claude Code, большая часть времени уходит на объяснение задачи. Тебе нужно сослаться на файл, описать баг, назвать функцию — и всё это на смеси русского и английского. Если модель распознавания понимает оба языка одновременно — голосовой набор для этого идеален.

А что есть бесплатно из коробки?

Прежде чем тратить деньги, я проверил, что уже есть.

iOS dictation. На айфоне и маке есть встроенный голосовой набор. Слова ловит неплохо, но набирает по одному — получается бесконечный поток сознания, где только первое слово с большой буквы, а дальше ни единой запятой. Можно расставлять знаки препинания голосом — говоришь «точка», «тире», «запятая» — но это, конечно, не то.

Voice Mode в нейросетях. Когда ты общаешься с нейросетью голосом и она голосом отвечает. Это здесь вообще не рассматриваем — нам нужен голосовой набор текста, а не голосовой чат.

Claude. На конец марта 2026 года голосовой ввод в приложении Claude на Windows и Mac работает только на английском. На iPhone — работает с русским, но качество так себе, иногда падает. Видно, что эта функция не в фокусе — по крайней мере для русского языка.

ChatGPT. А вот тут хорошо. На всех платформах — Windows, Mac, iPhone — отлично расшифровывает русскую речь. Вероятно, потому что именно OpenAI в 2022 году разработала семейство моделей Whisper — на сегодня стандарт качества в распознавании речи.

Windows. Формально Win+H поддерживает русский в Windows 11, но качество на уровне «для коротких фраз сойдёт». Для серьёзной диктовки — мимо. Офлайн-распознавание русского в Windows не поддерживается вообще. А Windows — моя основная система, домашняя рабочая станция. Я потратил кучу времени — ничего достойного для русского языка не нашёл.

Итого: из бесплатного более-менее адекватно работает только голосовой ввод в ChatGPT. Но если вы, как и я, используете другие нейросети — вам нужен отдельный инструмент.

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WisprFlow и SpeakFlow: платные облачные решения

Вернёмся к WhisperFlow, с которого всё началось.

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Я установил его, там был бесплатный режим — до 2 000 слов в месяц. За несколько недель понял: это реально тема, реально ускоряет. Уже тогда активно общался с нейросетками, и голосовой набор прям зашёл.

Захотел купить подписку. Цена: $15 в месяц, $144 в год. Потом я узнал, что подписку можно купить через российский App Store с региональным прайсингом — рекомендую всегда проверять: 750 ₽ в месяц вместо $15, 7 200 ₽ в год вместо $144. При курсе 80 ₽ за доллар это меньше 10 долларов вместо 15 и 90 вместо 144. Плюс не нужен геморрой с зарубежными картами (если, конечно, вы успели пополнить баланс российского Apple id до того как это стало невозможным…).

Но WisprFlow начал подводить. Самая фрустрирующая проблема — иногда текст приходил вообще без единого знака препинания. Надиктовываешь минуту — получаешь гигантский абзац неразмеченного текста. У WisprFlow есть фичи, которые подстраиваются под приложение, в котором ты диктуешь. Диктую в терминал — всё идеально размечено. Диктую в Claude Desktop — без единой запятой. И это было главное место, где мне нужен голосовой набор.

Тут можно сказать: «Да какая разница, LLM и так поймёт». На самом деле — нет, и дальше покажу конкретные цифры.

Помимо пунктуации, приложение после долгой работы в фоне начинало дико грузить процессор и вешать систему. Я писал баг-репорты — но за пару месяцев ничего не изменилось. Начал искать альтернативы.

Наткнулся на российский проект SpeakFlow. Маленький независимый разработчик, увидел где-то в Telegram — кто-то продвигал страницу на ProductRadar. Цена: 690 ₽ в месяц, оплата российской картой. На тот момент я ещё не знал про App Store фишку, так что SpeakFlow выглядел почти вдвое дешевле WisprFlow.

Скажу честно: немного стрёмно было ставить приложение без цифровой подписи от маленького разработчика. Плюс — ничего плохого не имею в виду, но я как-то исторически предпочитаю свою персуху сливать компаниям, которые подальше от меня находятся.

Поставил, попробовал. Как будто с русским чуть получше — разработчик русский, видимо, докрутки делал. Были какие-то модели под авторскими названиями — непрозрачно, что внутри и чем отличаются. По большей части делали примерно одно и то же.

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И те же грабли: иногда пропадала пунктуация, memory leaks, подвисания. Некоторые апдейты всё ломали. Переписка с поддержкой ещё больше напрягла — тут и деанонимизация происходит: пишешь со своего телеграм-аккаунта, и можно связать аккаунт с твоей системой.

Между делом попробовал ещё Voicy — что-то среднее между WisprFlow и SpeakFlow, но к результату тоже были вопросы. Были варианты чисто под Mac, типа MacWhisper, но у меня основная машина на Windows, и мне нужно решение под обе платформы.

Ещё один заметный игрок — Aqua Voice ($10/мес, выпускник Y Combinator): они обучили собственную модель Avalon специально на dev-контексте — CLI, IDE, технические термины. На английском впечатляет, но русский пока работает на стандартном движке, а в рунете продукт практически неизвестен.

Ключевое: и WisprFlow, и SpeakFlow — облачные. Всё, что ты надиктовываешь, отправляется на сервер для обработки. А мы сейчас общаемся с LLM о самом разном — рабочие детали, личные вещи, иногда достаточно сокровенное. Чем меньше посредников в этой цепочке, тем лучше. В идеале хотелось бы, чтобы всё оставалось на моей машине.

Handy: open source и свобода выбора

Потом я наткнулся — тоже где-то в Telegram — на open-source проект Handy. По сути, то же самое: голосовой набор, транскрибация речи в текст. Но бесплатно, полностью локально — ничего никуда не отправляется, всё на твоей машине. Плюс можно выбирать из разных моделей распознавания.

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Я такой: «Вау! Это можно не платить 700 ₽ в месяц? И делать всё локально, и не переживать за приватность?» Маленькая оговорка: я на 95% уверен, что со SpeakFlow в плане приватности всё в порядке. Но, как говорится, выживают только параноики.

Handy работает и на Windows, и на Mac. Внутри — практически все основные модели. Я раньше сталкивался с Whisper, когда собирал себе скрипт для транскрибации видео — скачал какую-то модель, прикрутил, работало. Но не разбирался, какие модели бывают и чем отличаются. И вот тут впервые вник.

Из того, что давало нормальную скорость — модель Parakeet V3 от NVIDIA. Но у неё был главный для меня вопрос: микс языков. Когда вплетаешь английские слова в русскую речь — а при общении с LLM это неизбежно — Parakeet справлялся так себе.

Лучший результат по качеству давало семейство Whisper от OpenAI. У них есть модели по размеру — самая большая называется Whisper Large, 1,55 миллиарда параметров. Она давала лучший результат по всем фронтам: знаки препинания, микс языков, заглавные буквы. Русские слова — русскими буквами, английские — английскими. Супер.

Одна проблема: по умолчанию все эти модели работают на процессоре (CPU). И если лёгкие модели на CPU тянут нормально, то Whisper Large приходилось мучительно долго ждать. По моим замерам на десктопном i5-13600K — минута речи, почти две минуты обработки. Транскрипция медленнее, чем сама запись.

И тут надо сказать про скорость. Качество распознавания — это половина дела. Вторая половина — насколько быстро текст появляется на экране. Если ты наговорил 20 секунд и потом ждёшь — весь кайф убивается. В идеале ты хочешь, чтобы 20 секунд речи расшифровывались за секунду. Это называется RTF = 20, real-time factor. Формально:

\text{RTF} = \frac{t_{\text{аудио}}}{t_{\text{обработки}}}

RTF = 1 — модель обрабатывает аудио ровно в темпе речи; RTF = 20 — за секунду она расшифровывает 20 секунд речи, то есть вставка ощущается как моментальная.

Модели поменьше — Whisper Turbo, Medium — были быстрее, но качество падало. На миксе языков уже приближалось к Parakeet, а Parakeet был ещё и быстрее. В итоге бо́льшую часть времени я проводил на Parakeet как на компромиссе.

А потом в разговоре с Claude выяснилось, что эти модели можно загружать в видеопамять и ускорять через видеокарту. У NVIDIA есть специальная технология — CUDA — которая для этого идеально подходит. В Handy GPU-акселерация была, но через Vulkan — универсальный стандарт, который для карт NVIDIA обычно менее эффективен, чем родная CUDA. Я так понимаю, автор Handy разрабатывает на Mac, где NVIDIA нет.

Мне нужен был софт с CUDA.

OpenWhispr и GPU-ускорение: когда всё полетело

Я убил несколько часов, колупаясь в заброшенных GitHub-репозиториях — не всегда сразу понимая, что они не обновлялись полтора года. Какие-то решения с CUDA были платные, какие-то с разовой оплатой — хотелось бы без этого.

И потом я нашёл OpenWhispr.

Open source, 2 100+ звёзд на GitHub, активная разработка. Бизнес-модель простая: бесплатно, если модели крутятся у тебя локально. Или подписка — если хочешь облачную обработку. Можно подключить свои API-ключи от LLM-провайдеров.

Главное — CUDA из коробки.

Whisper Large на моей RTX 3080 — уже не новая, но всё ещё серьёзная карта — стал работать значительно быстрее — сопоставимо с Parakeet по скорости, но при гораздо лучшем качестве. Всё на месте: английские слова латиницей, пунктуация, заглавные буквы.

Приложение активно развивается, и в нём есть баги — как в любом живом проекте. Но оно опенсорсное, и это меняет всё. Можно починить баг самостоятельно. Или сделать фичу, которая нужна только тебе. С OpenWhispr я первый раз в жизни отправил pull request в чужой open source — его приняли в main. На момент написания у проекта 302 форка и 2 100+ звёзд.

Моё текущее решение — OpenWhispr + Whisper Large. На NVIDIA с CUDA это летает. На Mac с Apple Silicon тоже хорошо: на моём MacBook Pro с M4 Pro (14-ядерный) — более чем достаточная скорость для комфортной работы. На обычном M4 — уже на грани. M5 и M5 Pro потянут наверняка, M3 Pro — скорее да, но он всего на 5% мощнее обычного M4 в бенчмарках, так что гарантировать не берусь.

Если у вас AMD — путь есть, но менее гладкий. Лучший вариант — приложения на базе whisper.cpp с Vulkan-ускорением (например, Handy). Работает на большинстве AMD-карт без специальных драйверов. Vulkan — универсальный стандарт, поэтому и на AMD, и на NVIDIA будет работать. А на новых RTX 50xx Vulkan ещё и быстрее CUDA — подробнее в секции бенчмарка ниже.

Но одна проблема оставалась и здесь: нет-нет, да и проскакивала транскрипция вообще без знаков препинания. Причём проблема эта есть и на английском языке.

Пунктуация: больше, чем красота

Можно сказать: «Да ладно, LLM и так поймёт текст без запятых». Поймёт. Но хуже.

И это не субъективное ощущение — есть исследования с конкретными цифрами.

Работа Sclar et al., опубликованная на ICLR 2024, показала: разница в точности ответа модели может достигать 76 процентных пунктов — то есть на одной и той же задаче модель может выдать 90% accuracy или 14%, просто от изменения форматирования промпта. Не содержания, а пробелов, пунктуации, разделителей.

Ещё интереснее результаты LLM-Microscope (NAACL 2025): оказалось, что знаки препинания работают как attention sinks внутри трансформеров. Модель буквально использует их для обработки контекста. Цитата из статьи: «Пунктуация, которую люди считают незначительной, играет удивительно активную и сложную роль внутри этих моделей».

А исследование Rev показало, что текст без пунктуации хуже для понимания, чем текст с 15-20% ошибок в словах. То есть лучше перепутать каждое пятое слово, чем убрать все запятые.

Все три главных AI-лаборатории — OpenAI, Anthropic, Google — в своих документациях рекомендуют структурированные, хорошо отформатированные промпты.

Вывод для голосового набора прямой: качество пунктуации в STT-модели напрямую влияет на качество ответов нейросети. Запятые и точки в вашем тексте — реальный перформанс взаимодействия с LLM.

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Промпт, который починил пунктуацию

Проблема с пропадающей пунктуацией преследовала меня с самого первого приложения. В WisprFlow, в SpeakFlow, и в OpenWhispr — везде нет-нет, да и прилетал текст без единого знака препинания.

В OpenWhispr есть возможность подключить вторую модель для пост-обработки текста — text cleanup. Я попробовал: например, Qwen3 4B неплохо расставляет знаки препинания, если на вход пришёл текст без них. Но на моей 3080 Whisper Large уже занимал значительную часть видеопамяти, а вторая модель съедала всё остальное — 10 ГБ VRAM забиты под завязку, вся видеокарта отведена под распознавание речи и ничего больше делать нельзя. Плюс обработка последовательная: сначала Whisper Large расшифровывает аудио, потом передаёт текст в Qwen, и ты ждёшь, пока обе модели отработают по очереди. Текст на выходе лучше, но ощутимая задержка убивает интерактивность — голосовой набор перестаёт ощущаться как поток.

И тут я нашёл решение проще и элегантнее — без второй модели вообще.

В Whisper можно прокинуть текстовый промпт. Но он работает не как промпт к обычной нейросети. Модель не нуждается в инструкциях — у неё одна задача: превращать аудио в текст. Промпт работает как «прогрев»: мы показываем модели желаемый образ результата.

Вот промпт, который даёт мне пунктуацию в 99%+ случаев:

Привет! Как дела? Он сказал: «Сделаем это сегодня — пока есть время». Конечно, не всё так просто; нужно учесть погоду.

Смысл текста совершенно не важен. Важно, что в этом коротком фрагменте использованы все основные знаки препинания: запятая, точка, вопросительный знак, восклицательный знак, двоеточие, кавычки-ёлочки, тире, точка с запятой.

Работает просто супер. Вторая модель для text cleanup больше не нужна.

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В стандартном интерфейсе OpenWhispr поля для кастомного промпта пока нет — я добавил его сам и отправил pull request: OpenWhispr #537 и Handy #1227. Оба пока в ожидании merge. Пока не приняли — можно забрать мою ветку локально: gh pr checkout 537 в клоне OpenWhispr или gh pr checkout 1227 в клоне Handy.

Пока колупал, дошёл до главного вывода: промпт не должен быть захардкожен. Это должно быть поле в настройках, с пресетом на каждый поддерживаемый язык — а пользователь может изменить текст, если хочется. Именно так я это и предложил в обоих PR’ах.

Почему так. Даже мой «99% промпт» не идеален: я заметил, что в каких-то версиях пресета кавычки-ёлочки (« ») иногда дают побочный эффект — модель воспринимает их как маркер прямой речи и начинает упаковывать в неё то, что прямой речью не является. Иногда это ок. Иногда — нет. Кому-то ёлочки вообще не нужны. Хардкод одного варианта для всех — неправильный ответ; поле, где можно поэкспериментировать — правильный.

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Единственная оставшаяся неприятность — Whisper иногда ловит петлю: спотыкается на слове, расшифровывает его неправильно, и дальше начинает повторять по кругу. Это задокументированная проблема модели — встречается примерно в 1,4% сегментов. Исследователи уже нашли способы снизить её на 80%+, так что думаю, скоро это дойдёт до приложений. У меня тоже есть несколько приёмов, которые помогают, но не на 100%. Если интересно — обсудим в комментариях.

Turbo vs Large v3: мой бенчмарк

Но прежде чем перейти к цифрам — пара слов о том, как вообще устроены модели распознавания речи. Без этого результаты бенчмарка будут просто числами.

Whisper Large v3 от OpenAI — подход «в лоб». Гигантская нейросеть на 1,55 миллиарда параметров, обученная на 680 тысячах часов аудио на 100+ языках. Архитектура классическая: энкодер «слушает» звук, декодер «пишет» текст токен за токеном — как GPT пишет ответ в чате. 32 слоя декодера — много вычислений на каждую секунду речи. Швейцарский нож: умеет всё, но не самый быстрый.

GigaAM v3 от Сбера — противоположность. Всего 220 миллионов параметров (в 7 раз меньше), зато обучен исключительно на русском — 700 тысяч часов русской речи. Это скальпель, заточенный под одну задачу. Плюс другая архитектура: вместо «энкодер думает, потом декодер пишет» используется RNNT, который выдаёт текст потоково, по мере поступления звука. Маленькая модель + потоковая архитектура = результат быстрее, чем аудио успевает проиграться.

Whisper Turbo — попытка OpenAI догнать по скорости, не переписывая всё с нуля. Берём обученный Large v3, оставляем энкодер как есть, а декодер ужимаем с 32 слоёв до 4. Это дистилляция — большая модель-«учитель» передаёт знания маленькой. Результат: 809 миллионов параметров, скорость выше в 6 раз, качество падает совсем немного. Если Large — это профессор, который тщательно обдумывает каждое слово, то Turbo — тот же профессор, но отвечающий навскидку. Обычно попадает, но иногда упрощает.

Когда я впервые попробовал Turbo — ещё в процессе использования, до всякого ресёрча — мне показалось, что результат хуже, чем у Large. Чуть больше ошибок в английских словах, чуть менее аккуратная пунктуация. Я целенаправленно двигался в сторону Large: настраивал CUDA, искал правильный софт, добивался промпта для пунктуации.

А потом, уже готовя эту статью, наткнулся на бенчмарк faster-whisper, который показывал, что Turbo лучше Large v3 на русском: 7,7% WER против 7,9%. WER считается так:

\text{WER} = \frac{S + D + I}{N}

Где S — замены (substitutions), D — пропуски (deletions), I — вставки (insertions), N — всего слов в эталонной транскрипции. 7% WER значит, что примерно каждое 14-е слово ошибочное.

Контринтуитивный результат. Я такой: «Блин, может я зря столько времени убил на Large?»

Попробовал Turbo снова — и офигел от скорости. В 3-4 раза быстрее, чем Large v3, который у меня и так уже работал без задержки. Абзацами текст моментально выстреливает. На секунду реально подумал: зачем я всё это делал?

Но потом решил проверить по-нормальному. Взял два аудиофайла и каждый по 10 раз прогнал через обе модели. Сделал это дважды: сначала без пунктуационного промпта, потом с ним. К этому моменту я уже проапгрейдился с RTX 3080 на RTX 5070 Ti с 16 ГБ VRAM — так что бенчмарк на ней.

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Large v3 пишет английские слова латиницей, а заимствования, которые в русском склоняются, адаптирует: «в Телеграме» вместо «в Telegram» — и это скорее плюс. Ещё Large v3 расставляет кавычки-ёлочки и многоточия там, где Turbo их теряет. Turbo чаще транслитерирует английские слова в кириллицу и упрощает пунктуацию.

Вот тут и выяснилось, что бенчмарк faster-whisper не врал — но и мой первоначальный опыт тоже не обманывал. Вероятно, разница в датасетах: бенчмарк был на чистом русском, а мой кейс — русский с вкраплениями английского. На чистом русском Turbo действительно не хуже. Но стоит добавить английские термины — и Large v3 заметно точнее.

Ещё один инсайт из цифр: скорость обработки зависит не столько от длины аудио, сколько от того, что и как вы говорите. Два файла с одинаковым текстом, но разной длительностью (37 и 57 секунд) дали одинаковое время обработки — длина записи не повлияла. А вот сложность контента и манера речи влияют: уверенная диктовка обрабатывается быстрее, чем перечитка того же текста с паузами и придыханиями. Large с его 32-слойным декодером чувствительнее к этому, чем Turbo с 4 слоями.

Может показаться, что разница между моделями невелика — ну ошиблась одна на пару слов больше другой. Но на практике это часто разница между текстом, в который нужно лезть и править, и текстом, который можно отправить как есть. Когда инструмент раз за разом выдаёт результат без единой ошибки — это совсем другое ощущение от работы. Голосовой набор становится потоком, а не чередованием диктовки и редактуры.

Итог: если железо позволяет и задержка Large v3 не напрягает — нет причин выбирать Turbo. Качество выше, особенно на миксе языков. Если же Large на вашем GPU работает с заметной задержкой — Turbo отличная альтернатива, в 3-4 раза быстрее при сопоставимом качестве на чистом русском. Я остаюсь на Large v3.

Под капотом: CPU, CUDA и Vulkan

Все числа выше — на видеокарте. А что если GPU нет?

Я прогнал отдельный бенчмарк: тот же Whisper Large v3, те же файлы, но на процессоре. i5-13600K — нормальный десктопный процессор, не какой-нибудь Celeron. Результат: 69 секунд аудио обрабатывались почти 2 минуты. CPU в 30-60 раз медленнее GPU на той же задаче. Без видеокарты голосовой ввод с Whisper Large — это боль.

Второй неожиданный результат — про саму видеокарту. Выше я писал, что Vulkan «менее эффективен, чем CUDA на NVIDIA». На моей предыдущей RTX 3080 (архитектура Ampere, поколение RTX 30xx 2020-2022) так и было — собственно, ради CUDA я и перешёл с Handy на OpenWhispr. По данным сообщества ggml, на Ampere CUDA выигрывает у Vulkan 20-30%.

Но на моей новой RTX 5070 Ti (Blackwell, поколение RTX 50xx с 2025 года) всё наоборот: Vulkan стабильно на ~50% быстрее CUDA. Я собрал оба бэкенда из одних исходников whisper.cpp v1.8.4, прогнал каждый файл по три раза — разница воспроизводимая, не артефакт.

Причина: CUDA-поддержка Blackwell (compute capability sm_120, под которую бинарники ещё не все пересобраны) ещё сырая. Это подтверждают и другие проекты — например, faster-whisper на RTX 5070 Ti работает на 10% медленнее, чем на предыдущей RTX 4070 Ti Super (менее мощная карта прошлого поколения). Vulkan-бэкенд whisper.cpp, наоборот, активно оптимизируется — в январе 2026 получил 12-кратное ускорение на встроенных GPU.

На практике это значит: на RTX 50-серии Handy с Vulkan сейчас быстрее OpenWhispr с CUDA. Типичная диктовка 30-60 секунд: Handy обрабатывает за 1-2 секунды, OpenWhispr — за 2-3. Оба комфортны, но разница ощутима. На более ранних картах (RTX 30xx, 40xx) CUDA по-прежнему впереди — так что рекомендация зависит от железа.

GigaAM, SuperWhisper и другие варианты

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Прежде чем разбирать новых кандидатов по отдельности — сводка по моделям, которые я гонял и упоминаю в статье:

Модель

Параметры

Архитектура

Языки

Лицензия

Ключевое

Whisper Large v3

1,55B

Encoder-Decoder Transformer

100+

MIT

Лучшая на миксе языков

Whisper Turbo

809M

Дистиллят Large v3 (4 слоя декодера)

100+

MIT

В 3-4× быстрее Large

GigaAM v3

220M

Conformer + RNNT

ru

MIT

SOTA для чистого русского

Canary 1B v2

1B

FastConformer

25

CC-BY-4.0

Авто-пунктуация из коробки

Parakeet V3

600M

FastConformer + TDT

25

CC-BY-4.0

Потоковая, очень быстрая

Cohere Transcribe

2B

Conformer

14 (без ru)

Apache 2.0

Топ Open ASR Leaderboard

GigaAM v3 — модель от SberDevices, специально обученная на русском языке. На бумаге — SOTA для русского: по бенчмаркам разработчика, в разы точнее Whisper Large на русскоязычных датасетах. И это при 220 миллионах параметров против 1,55 миллиарда у Whisper Large — в 7 раз компактнее. Работает даже на CPU.

В Handy GigaAM добавили через PR #913. Я попробовал — и первое впечатление было: «Вообще даже не рядом с Whisper Large». Потом перетестировал внимательнее и пересмотрел: русский текст действительно быстро и качественно, сопоставимо с Whisper. И скорость реально впечатляет — надиктовываешь три абзаца, и текст появляется моментально, даже на Mac.

Но есть проблема: английские слова GigaAM ломает стабильно. Gemini превращается в «Jemni». Whisper Large — в «WisperLorge». Я прогнал одно и то же аудио 6 раз — после первого прогона модель стабильно выдавала «Jemni» каждый раз. Ещё растяжки типа «аааа» пишет прямо в текст.

Для чистого русского на машинах без мощной видеокарты — отличный выбор. Для IT-контекста, где английские термины неизбежны — пока не подходит. Модель молодая, обучена на 700 000 часах русской речи. Было бы супер иметь модель, заточенную под русский, которая при этом хорошо понимает вкрапления английского — ждём.

Параллельно тестировал ещё одного свежего кандидата — NVIDIA Canary 1B v2. Миллиард параметров, заявлена поддержка русского и английского, быстрая автопунктуация прямо из коробки.

Иногда она даёт прям вау-результат: русская речь с английскими вкраплениями, всё на своих местах, термины латиницей, падежи согласованы. Я сидел и думал: «Блин, может это реально тема, зачем мне весь огород с Whisper Large и CUDA».

А потом неизбежно вылезает кусок, где английские слова превратились во что-то очень странное кириллицей — как у GigaAM, только ещё и менее предсказуемо. Настроек для code-switching никаких: выберешь auto — русскую речь вообще игнорирует, выберешь русский — вязнет на английских терминах. Сам русский мне понравился: пунктуацию расставляет аккуратно и без всякого промпта, работает быстро. Хороший был челленджер, сходу не взял. Может, его можно дофайнтюнить под IT-контекст — пока руки не дошли.

SuperWhisper — приложение, которое рекомендует Karpathy.

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Первое, что удивило после установки: при первом запуске играет музыка. В 2026 году. Ну ладно.

Само приложение выглядит аккуратно и продуманно. Под капотом — модели Whisper под собственными названиями:

SuperWhisper

На самом деле

Параметры

Nano

Whisper Tiny

39M

Fast

Whisper Base

74M

Standard

Whisper Small

244M

Pro

Whisper Medium / Turbo

769-809M

Ultra

Whisper Large v3

1,55B

После 15-минутного триала доступ к Ultra пропадает. Самая большая бесплатная модель — Standard. И знаете что? Она работает на удивление хорошо. Может быть, на 95% так же, как Large. Быстро, достаточно точно, чуть хуже с англицизмами. Большой разницы с Ultra я, честно, не заметил. Возможно, в SuperWhisper как-то дополнительно оптимизируют свои модели — промптят или файнтюнят — потому что когда я гонял Whisper Small и Medium напрямую через Handy или OpenWhispr, результат был заметно хуже.

Прайсинг: $8,5 в месяц или $85 в год за Pro. В российском App Store — 799 ₽ в месяц, 7 990 ₽ в год. То есть здесь, наоборот, через App Store дороже: $10 вместо $8,5 за месяц.

Есть баг: в терминале VS Code SuperWhisper не вставляет текст, а выводит его в своём окошке и засовывает в буфер обмена. Задокументированная проблема — workaround: режим Typing вместо Clipboard.

Работает на Windows, Mac, iPhone — но с оговорками. На Windows бывают нюансы с вставкой текста (тот же баг с VS Code). На iPhone в России, похоже, облачные модели работают только через VPN. Локальные модели запускаются без VPN, но паттерн работы другой: открывается отдельное приложение, в фоне работает нестабильно, текст вставляется неконсистентно. В итоге на iPhone SuperWhisper у меня не прижился.

Если Standard бесплатно — это очень хороший вариант для тех, кому не нужен топовый Large.

VRAM и экономика: когда локально имеет смысл

Whisper Large в VRAM — это прекрасно, но есть нюанс. На RTX 3080 с 10 ГБ видеопамяти модель занимала значительную часть. Когда я ещё пытался подключить вторую модель для text cleanup (Qwen3 4B) — 10 гигов забивались полностью. Вся видеокарта отведена под распознавание речи. Хочу подмонтировать видео — надо выключать этот софт, потом включать обратно.

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Покупать видеокарту только ради голосового набора — точно не стоит. Но если у вас уже есть GPU с 8+ ГБ VRAM — это хороший способ сэкономить 8 000-10 000 ₽ в год на облачных подписках. Причём не обязательно что-то топовое: Whisper Large занимает около 6 ГБ видеопамяти, и если карта выделена чисто под эту задачу, хватит даже 6 ГБ.

После апгрейда на 5070 Ti ситуация изменилась. Когда апгрейдил, читал про варианты оставить старую 3080 в системе и крутить на ней модель отдельно. В принципе, это возможно. Но решил, что мне это не нужно, и лучше получить деньги за старую карту. Если же у вас лежит без дела какая-нибудь карта с 6-8 ГБ — вполне рабочий вариант выделить её под Whisper.

На 5070 Ti Whisper Large работает в фоне постоянно. Могу параллельно монтировать видео, запускать рендер — на всё хватает. А после того, как промпт решил проблему пунктуации, вторая модель для text cleanup больше не нужна — VRAM свободнее.

При этом, судя по скорости развития индустрии, требования к железу будут снижаться. GigaAM уже в 7 раз компактнее Whisper Large и работает на CPU, Distil-Whisper даёт 99% качества в 6 раз быстрее. Думаю, через год-два появятся модели, которые будут давать сопоставимое с Whisper Large качество на обычном процессоре или встроенной видеокарте — без дискретного GPU.

Mac, iPhone и мультиплатформенность

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Про Mac на Apple Silicon — OpenWhispr и Handy оба неплохо работают с GPU-ускорением. На M4 Pro (14-ядерный) Whisper Large даёт вполне комфортную скорость. Handy буквально на днях выкатил релиз с улучшенным GPU-ускорением для чипов Apple, и после этого Whisper Large стал достойно работать и там. На обычном M4 у жены — прям на грани. Разница ощутимая, кому-то будет комфортно, кому-то слишком долго ждать.

На iPhone — WisprFlow встраивается как отдельная клавиатура, что уже само по себе не очень удобно. Нужно переключить язык, чтобы найти кнопку включения, потом вызывается приложение, нужно свайпнуть обратно. Дополнительное трение. Но с точки зрения качества расшифровки — вариант, наверное, лучший на iPhone.

SuperWhisper на iPhone — с оговорками. В России облачные модели требуют VPN, локальные работают, но UX другой: открывается отдельное приложение, фоновая запись нестабильна. Плюс если не задать русский язык явно, приложение часто пытается перевести речь на английский.

Важный момент для телефона: у WisprFlow есть бесплатный план до 2 000 слов в месяц, SuperWhisper на бесплатной модели Standard работает без ограничений. Мне для телефонного использования хватает с запасом.

Что выбрать: сводная таблица

Handy

OpenWhispr

SuperWhisper

WisprFlow

SpeakFlow

Цена

Бесплатно

Бесплатно (локально)

Бесплатно (Standard) / от $8,5/мес

от 750 ₽/мес

от 690 ₽/мес

Open source

Да

Да

Нет

Нет

Нет

Где работает

Локально

Локально / облако

Локально / облако

Облако

Облако

Windows

Да

Да

Да

Да

Да

Mac

Да

Да

Да

Да

Нет

iPhone

Нет

Нет

Да

Да

Нет

CUDA (NVIDIA)

Нет (Vulkan)

Да

Нет

—

—

AMD (Vulkan)

Да

Нет

Нет

—

—

Whisper Large

Да

Да

Да (Ultra, платно)

—

—

GigaAM v3

Да

Нет

Нет

Нет

Нет

Микс языков

Зависит от модели

Отлично (Large)

Хорошо (Ultra)

Хорошо

Средне

Мой выбор: OpenWhispr + Whisper Large + CUDA на десктопе. На Mac тоже Whisper Large — M4 Pro тянет. Если бы не тянул — выбирал бы между Whisper Turbo и GigaAM, склоняясь к Turbo. Для телефона — WisprFlow (бесплатный план до 2 000 слов/мес). SuperWhisper на десктопе хорош бесплатно на Standard — это уже 95% качества, но на iPhone и Windows есть шероховатости.

Транскрибация аудио и видео: та же технология

6a393522106a85248ffca2e633f2cb73.png

Всё, о чём мы говорили — модели, промпт для пунктуации, VRAM, выбор между Turbo и Large — применимо и к транскрибации записей. Расшифровка аудиофайла, извлечение текста из видео, транскрибация записи встречи — это та же задача: речь в текст. Просто не в реальном времени.

Некоторые приложения уже предлагают это из коробки. OpenWhispr в последних версиях добавил режим транскрибации встреч — умеет отслеживать начало созвона в Zoom и автоматически записывать. Для интервью и подкастов есть WhisperX — он добавляет пословные таймстемпы и определяет, кто говорит.

Отдельно стоит упомянуть Vibe — бесплатное open-source приложение, заточенное именно под транскрибацию файлов. Локальные модели, простой интерфейс, активное сообщество. Для диктовки Vibe тоже формально умеет, но пока не хватает базовых удобств: нет звукового сигнала при начале и конце записи, нет визуального индикатора, нет выбора режима шортката (нажал-говоришь-нажал vs удерживаешь кнопку). Для расшифровки файлов — рекомендую попробовать.

А если хочется полного контроля — можно собрать свой скрипт. Попросите Claude Code или Cursor настроить папку, куда кладёте аудио или видео: скрипт вытащит звуковую дорожку и прогонит через Whisper. Все выводы про модели из этой статьи работают и здесь.

Что дальше

Whisper Large v3 вышел в ноябре 2023 года. Turbo — в сентябре 2024. С тех пор — тишина. OpenAI не выпускали Whisper v4 и, похоже, движутся в другую сторону: выпустили GPT-4o-transcribe — проприетарную облачную модель, доступную только через API. Для локального использования она бесполезна.

Но вокруг Whisper выросла целая экосистема независимых проектов — и она живёт и развивается без OpenAI:

  • whisper.cpp — полная переписка Whisper на C++, автор — Георги Герганов (он же создал llama.cpp). Работает без Python, запускается на чём угодно — от десктопа до телефона. Именно whisper.cpp используется под капотом в OpenWhispr. В январе 2026 получил 12-кратное ускорение на встроенных GPU через Vulkan.

  • faster-whisper — другой подход к ускорению: берёт оригинальную модель Whisper и конвертирует в оптимизированный формат (CTranslate2) с квантизацией. Примерно в 4 раза быстрее оригинала при том же качестве. Активно поддерживается.

  • Distil-Whisper — проект Hugging Face: через дистилляцию создают уменьшенные версии Whisper, которые работают в 6 раз быстрее при 99% точности. Правда, лучше всего работает на английском.

  • WhisperX — надстройка, которая добавляет то, чего в базовом Whisper нет: пословные таймстемпы и определение, кто говорит. Полезно для транскрибации интервью и подкастов.

GigaAM v3 от Сбера я подробно разобрал выше. Parakeet V3 от NVIDIA тоже гонял — и видел, как гоняли другие: русский работает, но на миксе с английским результаты средние. Canary 1B v2 — та же история, см. разбор выше.

В конце марта 2026 вышла ещё одна свежая модель — Cohere Transcribe. 2B параметров, Conformer-архитектура, Apache 2.0, средний WER 5,42%, топ Open ASR Leaderboard среди открытых моделей. По меркам индустрии — громкий релиз. Но русского среди 14 поддерживаемых языков нет. Возможно, политика; возможно, просто приоритеты рынка.

Эпоха, когда одна монолитная модель от OpenAI была безальтернативным стандартом, подходит к концу. Whisper и его наследие — открытый код, форки, коммьюнити-проекты — живут и будут жить ещё долго. А свежие SOTA-релизы вроде Cohere Transcribe русскоязычному пользователю без русского не помогают.

Для русского айтишника и вайб-кодера надежда — на то, что уже есть, и на то, что мы делаем сами. С одной стороны — докрутка иностранных моделей: fine-tuning, форки, pull requests, коммьюнити вокруг Whisper. С другой — собственные модели под русский, обученные с нуля. Хочется, чтобы таких проектов появлялось больше.

Отдельное спасибо SberDevices за GigaAM и движение в правильном направлении. Под мой сценарий с миксом языков модель пока не подходит, но результат на чистом русском у ребят правда впечатляющий. С удовольствием перейду на неё, как только научится работать с вкраплениями английского.

Подписывайтесь на Нейросеть не виновата — пишу про AI, инструменты и практику. Без воды, с граблями.

Оригинал статьи — в моём блоге.

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 04.08.26 11:05 Kisnoles

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

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  • 23.08.26 20:02 leslieyee

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  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

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

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