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Н Новости

Я протестировал 10 голосовых ИИ, или насколько мы близки к революции фанатского ИИ-дубляжа?

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Полноценный дубляж стоит дорого. Очень и очень дорого. Особенно это заметно в аниме. Чтобы у каждого героя был свой голос, а реплики попадали в движение губ, нужен переводчик, который перепишет текст под длину каждой фразы, режиссер, студия и отдельный актер на каждую роль, который вытянет то, что озвучил сэйю (так называют актеров дубляжа аниме). Фанатским командам такое и не снилось. Почему? Как я и сказал, все упирается в деньги, поэтому фанатская озвучка обычно закадровая: один-три человека читают за всех героев поверх приглушенного японского оригинала, перевод уже сделали энтузиасты и выложили субтитры, а зритель, в итоге, слышит обе дорожки сразу.

Но сейчас же есть нейросети, и они продавали (и продолжают продавать) идею мира, в котором языковой барьер сломан. ElevenLabs продает дубляж как услугу, YouTube уже переводит голос в роликах части каналов автоматически, а открытые модели клонируют голос по нескольким секундам звука и запускаются на домашней видеокарте. Для фанатов это выглядит как мечта: взять голос актера дубляжа прямо из серии, заставить его говорить по-русски и уложить слова в губы. Трудностей у такой мечты четыре. Давайте по порядку.

Четыре трудности

Голос должен остаться голосом героя, игра должна остаться игрой, реплика должна попасть в губы персонажа, а русский должен звучать действительно «по-русски». Про последнее обычно говорят меньше всего, хотя именно на этом я застрял дольше, чем на всех остальных проблемах вместе взятых.

Проверял я на своем любимом JoJo's Bizarre Adventure, на новом сезоне, который сейчас только выходит. В отрывке одиннадцать реплик на троих (Джонни, Джайро и Бумбум). 12 дней я пытался сделать озвучку на своей GTX 1660 Super с 6 ГБ видеопамяти и 8 ГБ оперативки, три четверти которой обычно уже чем-то заняты.

Но каждая попытка заканчивалась по одному из двух сценариев. В первом Джонни звучал похоже, но с таким акцентом, будто учил русский по разговорнику в самолете до Токио. Во втором речь была чистой, зато голос принадлежал кому угодно, только не ему. Потом я провел вечер за компьютером друга с RTX 4080, а решение в итоге нашлось на моей же 1660, и вот что вышло в последней версии.

Дальше моя история повествует о том, как проходили 12 дней на одной машине, что поменял один вечер, в какой модели в итоге нашелся акцент и как решение все это время пролежало в соседней папке.

Перед тем как продолжить, одна ремарка — многие элементы в этой статье могут показаться избыточными для рядового пользователя или интересными только узкому кругу читателей. Но выбрасывать их я посчитал неправильным (ведь есть же люди, которым интересно поглубже окунуться в суть). Поэтому если вы один из них, то особо сложные моменты я обернул в спойлер с пометкой «техническое отступление». Все, не отвлекаю, приятного чтения.

12 дней на GTX 1660

Сначала про то, где клонирование уже работает. На своей 1660 я экспериментировал с роликами, озвученными ИИ (забавы ради), клоном своего голоса через OmniVoice, и образцом служили десять секунд моей же русской речи. Этот клон я после нескольких проб признал очень достойным. Вот живая запись и клон, который читает тот же текст и немного больше:

С JoJo я начал с той же OmniVoice. Схема казалась очевидной: каждую реплику клонировать с японской реплики того же героя в том же месте серии. У каждой фразы своя эмоция, значит, модель заберет оттуда и голос, и подачу.

Голос она копировала хорошо, но вместе с ним в русский текст переезжал и японский акцент, и короткий крик «Джайро!» выходил то «Джайло», то «Зайло», а еще добавьте странный роботизированный привкус, который, вероятно, перекочевал от хрипотцы сказанной фразы.

9 октября я перебрал почти все модели для генерации речи, что помещались в мои 6 ГБ. Higgs, CosyVoice и Chatterbox с японским образцом дали тот же акцент. Русская ESpeech на базе F5 говорила чисто, но расставляла паузы в странных местах и читала с интонацией школьника у доски. Seed-VC поверх нее перекрашивал голос в Джонни и возвращал акцент обратно. К вечеру в папке проекта лежало пятнадцать подпапок с вариантами.

По цифрам лучше всех выступил X-Voice. Whisper признавал его речь русской на 85–98%. Правда, слушать это было очень тяжело. Акцента было уж очень много, да и интонация отдавала робовойсом. В общем, никто из героев так бы не разговаривал. Тогда я в первый раз увидел, как метрика «русскости» уверенно хвалит то, что уши бракуют, и к этому мы еще вернемся.

Последним в тот день шел RVC. Я вытащил голоса из всей третьей серии, вручную разметил, кто где говорит (автоматическое сравнение голосов на аниме путало Джонни с Андре и Маунтейн Тимом), и набрал две с половиной минуты чистого Джонни (что маловато). Модель обучилась за 25 эпох, я прогнал через нее реплики X-Voice, и вот что вышло.

На следующий день я подобрался к цели ближе всего. OmniVoice звучала прилично, если образцом служил ее же русский дубль, а в тексте не было: «ч, ж, щ, ш, ц, л, ы» и длинных скоплений согласных (то есть всех тех мест, где акцент резал ухо сильнее всего). И на паре реплик Джонни это звучало прекрасно. Но попробуйте перевести «Что за судья Цеппели?!» без «ц» и «ч», и станет понятно, почему эта ветка дальше не пошла.

А 20 октября я полез внутрь модели. Внутри OmniVoice работает языковая модель Qwen, и я искал в ней нейроны японского акцента: прогнал одни и те же тексты с японским образцом Джонни и с русским, сравнил средние активации MLP и нашел около 1 900 нейронов из 86 000, которые заметно отличались. Я сдвигал эти нейроны в «русскую» сторону по-разному, и акцент оставался везде. Потом попробовал другой рычаг. В слоях 16–21 нашлись головки внимания, которые с каждого кадра новой речи прицельно смотрят в образец. Когда я заставил их смотреть на образец равномерно, японский выговор начал слабеть, а голос остался более-менее похожим. Из этого опыта следовало, что модель списывает акцент с образца кадр за кадром, и обычными настройками генерации это не выключить.

21 октября на своей машине (сильно сказано, понимаю) я попробовал еще одну схему: произнести текст своим собственным клоном через OmniVoice, наложить на него мелодию японской фразы через Praat и перекрасить тембр в Джонни. Все двенадцать вариантов звучали ужасно, так что даже не стал их прикладывать. Но в тот же день у меня появилась возможность провести вечер за RTX 4080 MSI Suprim друга.

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Один вечер на 4080

У друга 16 ГБ видеопамяти, 48 ГБ оперативки и Ryzen 7 9800X3D. Этого хватает на Fish Audio Drama 3, свежую модель на 35 млрд параметров (в сборке W4A8 около 25 ГБ), которую моя машина даже не загрузила бы. Запускал я ее через ComfyUI, а весь остальной конвейер собрал на Python: нарезка, проверка распознавателем, перенос тембра, автоотбор и сведение.

Техническое отступление: почему 25 ГБ влезают в 16

Drama 3 устроена как смесь экспертов (MoE). Внутри каждого слоя лежит много параллельных блоков-экспертов, а маршрутизатор на каждый шаг включает только несколько из них. Большая часть весов в любой момент простаивает, поэтому сборка, которую я брал, держит экспертов в оперативке, а в видеопамяти постоянно живет только общая часть модели.

Название сборки W4A8 значит, что веса хранятся в четырех битах, а вычисления идут в восьмибитных активациях. На моем ПК этот трюк не спас бы: восьми ГБ оперативки не хватит даже на экспертов.

Пробный запуск я сделал на мемной реплике Годжо Сатору из «Магической битвы». Фраза «そうか、そうだな、そうかもな。» по-русски — «Вот как. Да, пожалуй... Может, и так.» Первый дубль вышел с японским акцентом. Тогда я дописал в промпт ремарку Direction: fluent native Russian speech with no foreign accent, и два дубля из четырех распознаватель речи разобрал правильно. На первый запуск ушло около 55 секунд, и стало ясно, что работать с этой моделью на 4080 можно, да не просто можно… Досмотрите ролик до момента, где я прописал ремарку, думаю, что вам станет понятно мое воодушевление в тот момент. Конечно, над интонацией стоило посидеть подольше, но акцент у меня был на базовых функциях модели, и я этим остался очень доволен.

Попытка в лоб

Сначала отрывок нужно было разобрать на части. Скрипт вырезал из серии первые 90 секунд видео, японскую дорожку и субтитры. Дорожку на голоса и фон делил BS-RoFormer, и сейчас это один из самых сильных разделителей для вокала. На 1660 у меня для этого был Demucs. Детектор речи уточнил границы каждой реплики внутри окна субтитров. Из голосовой дорожки вырезался японский оригинал каждой реплики, его расшифровывал Qwen3-ASR, потому что Drama 3 для клонирования нужен точный текст образца.

Перевод я переписал под длину слота с сохранением смысла и к каждой реплике добавил английскую ремарку подачи.

#

Кто

Слот, с

Русская реплика

u01

Джонни

2,59

Джайро...! Те слова Бумбума...

u02

Бумбум

4,33

Думаешь, за твоей жизнью охотимся только мы-ы-ы?

u03

Бумбум

3,71

Ведь за твою голову назначена награда!

u04

Джонни

2,09

Что это вообще значит?

u05

Джайро

2,02

Сказал же, не твое дело.

u06

Джонни

1,48

Нет уж, ты ответишь!

u07

Джонни

3,66

Я имею право знать! Я ведь чуть не погиб!

u08

Джонни

1,57

Что за «судья Цеппели»?!

u09

Джонни

3,72

И миссис Робинсон тоже... пришел за наградой за тебя?

u10

Джонни

1,92

Зачем ты участвуешь в гонке?

u11

Джонни

0,58

Отвечай!

Первая гипотеза повторила мою ошибку с 1660: пусть Drama 3 клонирует голос прямо с японской реплики, тогда совпадут и тембр, и манера. Модель сделала по четыре дубля на реплику, и акцент в них стоял такой густой, что генерацию я остановил на середине. На криках и быстрых репликах выходило заметно хуже, чем на спокойной фразе Годжо Сатору. Ремарка про родной русский с этим уже не справлялась.

Техническое отступление: как клон списывает акцент

Клонирование по нескольким секундам звука устроено как продолжение записи. Модель получает токены образца, его расшифровку и новый текст, и генерирует так, будто тот же человек в той же записи продолжает говорить дальше. Отсюда и требование точной расшифровки: модель должна понимать, какой звук в образце какой букве соответствует. Из того же устройства растет и акцент: «продолжить того же человека» значит продолжить и то, как он произносит звуки, а японец в образце произносит их по-японски.

В японском почти все слоги открытые, из согласной и гласной, согласные подряд встречаются только как удвоенная согласная или вместе с н. Звук между русскими р и л там один, твердого л отдельно нет вообще, ы тоже нет, а ш, ж и ч звучат мягче русских, щ нет совсем. Когда модель встречает в русском тексте «вздрогнул», ей нечего подсмотреть в образце для такого скопления согласных, и она берет ближайшее японское: вставляет призвуки гласных и смягчает. Тогда мне показалось кристально ясным то, почему на 1660 помог текст без ч, ж, щ, ш, ц, л, ы и длинных скоплений, ведь я выкинул именно те места, где японская фонетика расходится с русской сильнее всего.

Слова отдельно, голос отдельно

Раз голос и акцент приходят из образца вместе, их нужно получать из разных мест. Drama 3 генерирует речь вообще без образца, как носитель языка, а подачу берет из ремарки. Потом Seed-VC перекрашивает получившийся голос в тембр японского оригинала той же реплики. В первой половине конвейера образца нет совсем, и японской фонетике там просто неоткуда взяться.

Ремарки писались под сцену: Бумбум с его «мы-ы-ы» получил a young man taunting menacingly, mocking, dragging out the last word, Джайро с отказом отвечать стал a grown man, cold, curt and dismissive, а у Джонни почти везде есть слово shouting.

Каждый дубль прогонялся через распознаватель, который сравнивал услышанное с задуманным. Без этой проверки в монтаж попали бы шедевры вроде «Стрелец, огромен, крут, крут, и дисплей» на месте джайровского «Сказал же, не твое дело». Короткое «Отвечай!» у разных сидов превращалось в «Матвей Чай» и «Диншай» (мое ухо слышит другое, но если прислушаться, то распознаватель не так и далек от истины). В итоге, из первых трех сидов в брак ушла заметная часть, поэтому сидов потом стало восемь.

Техническое отступление: что делает Seed-VC

Seed-VC v1 разбирает исходную речь на две части. Что сказано, он берет из исходника через энкодер Whisper: тот обучен распознавать речь, и его внутренние признаки хорошо описывают звуки и почти не зависят от голоса. Чей это голос, дорисовывает диффузионный трансформер, которому японский клип подан как пример прямо в контексте, плюс вектор голоса от CAM++. Готовую спектрограмму в звук превращает вокодер BigVGAN. Вариант на 44,1 кГц дополнительно получает кривую высоты тона исходника, поэтому лучше держит интонацию криков.

Первый тест переноса тембра я сделал на реплике Бумбума u02, и за весь вечер это оказался лучший кусок. Позже я понял, чем этот тест отличался от всего, что было после. Seed-VC конвертировал его без растяжки (length_adjust = 1.0), а японский образец у этой реплики самый длинный в отрывке.

Для первой версии я взял Seed-VC и растягивал каждую реплику под ее слот, разрешив отклонение до 25%.

Слушать v1 было уже можно, но три момента резали ухо. Растяжка портила звук. Вариант модели на 22 кГц звучал глуховато, как из соседней комнаты. А «Отвечай!» длилось целую секунду при слоте в 0,58, и Джонни продолжал кричать, когда рот у него уже закрылся.

Автоотбор без ушей

Дальше я хотел, чтобы лучший дубль выбирался вообще без моего участия. Каждая реплика получила восемь сидов, всего 88 исходников. В работу шли только дубли, где распознанный текст совпадал с задуманным хотя бы на 0,85, и из них три, чья естественная длина ближе всего к слоту. Автоотбор — чуть более скучная на мой взгляд вещь, чем все что было выше, но если интересно то, как это технически реализовано, добро пожаловать под спойлер.

Техническое отступление: чем меряли

Слова проверял Qwen3-ASR, а сравнивал услышанное с задуманным обычный difflib.SequenceMatcher из стандартной библиотеки Python по словам в нижнем регистре. Перед сравнением из текста выкидывались знаки и одиночное «ы», иначе «мы-ы-ы» Бумбума ломало бы совпадение на ровном месте.

Сходство голоса считал CAM++, модель верификации диктора, та же, что Seed-VC использует внутри. Она превращает запись в вектор из 192 чисел, и чем ближе косинус между векторами дубля и японского оригинала к единице, тем больше голоса похожи. Обучена эта модель на китайской речи, так что в моем случае она сравнивала русскую речь с японской, имея опыт только с третьим языком... Для отсева брака этого, конечно, хватает, а вот для тонких различий уже вряд ли.

Естественность оценивал UTMOS, предсказатель средней оценки слушателей по шкале от 1 до 5. Его учили на оценках, которые люди ставили синтезированной речи (в основном спокойной и начитанной). А аниме-крик для него выглядит как сломанный звук, поэтому даже хорошие дубли часто получали 1,3–1,7, и порог пришлось ставить на 1,15, то есть чуть выше откровенной каши.

Длину звучащей части считал простой порог: звук режется на окна по десять миллисекунд, и звучащими считаются окна громче, чем максимум минус 35 дБ. Все, что между первым и последним таким окном, и есть длина реплики, которую сравнивают со слотом. Штраф идет по логарифму отношения, чтобы реплики вдвое длиннее и вдвое короче слота наказывались одинаково.

По итогу фильтр прошли 46 конверсий из 66.

По ходу нашлись две ошибки в самой проверке. В режиме автоопределения языка распознаватель записывал короткие русские фразы латиницей, будто это чешский, и реплика u01 отбраковывалась целиком, пока я не зафиксировал русский язык принудительно. Вторая ошибка была в пороге. При мягком пороге совпадения текста проходили сломанные фразы, и порог пришлось поднять до 0,9.

В итоге автоматика выбрала такие дубли.

#

Дубль

Тембр (CAM++)

Длина / слот, с

u01

s2, 44k

0,67

2,41 / 2,59

u02

s5, 22k

0,76

4,46 / 4,33

u03

s2, 22k

0,79

3,72 / 3,71

u04

s5, 44k

0,67

2,33 / 2,09

u05

s3, 22k

0,75

2,00 / 2,02

u06

s1, 22k

0,78

1,46 / 1,48

u07

s1, 22k

0,77

3,70 / 3,66

u08

s5, 22k

0,67

1,55 / 1,57

u09

s3, 22k

0,86

3,64 / 3,72

u10

s1, 44k

0,78

1,92 / 1,92

u11

s6, 44k

0,59

0,51 / 0,58

С таймингом вопрос закрылся полностью: большинство реплик попадает в слот с точностью до нескольких сотых секунды, без пластилиновой растяжки, и с разборчивостью тоже все в порядке.

Перед этим я откалибровал метрики на том самом тесте u02, который понравился больше всего. У него CAM++ 0,71 и UTMOS 1,30, у дубля, который автоматика выбрала для v2, CAM++ 0,76. По цифрам v2 лучше. Брак метрики отсеивают более-менее, а вот лучший на слух вариант находить не умеют.

Whisper слышит польский

Раз акцент остался единственной проблемой, его захотелось превратить в число. Whisper при распознавании выдает вероятность каждого языка, и я решил считать долю русского мерой акцента. Логика простая: чем сильнее японский выговор, тем меньше Whisper уверен в русском.

Что мерили

P(ru)

Комментарий

Японские оригиналы

около 0

P(ja) от 0,93 до 1,00

Исходники Drama 3

0,94–1,00

кроме u01 (0,21, имена собственные) и u11 (0,49, полсекунды звука)

После Seed-VC

местами падает

u09 с 0,99 до 0,45, u10 с 0,99 до 0,16 (Whisper слышит польский), u11 0,03

Понравившийся тест u02

0,70

у той же реплики в v2 0,96

Последняя строка ломает всю идею. Кусок, который мне нравится больше всех, по этой мере звучит самым «нерусским», а версия, где я слышу акцент, получает почти единицу. Тот же прибор во второй раз уверенно показал противоположное тому, что слышат уши, ровно так же, как было с X-Voice на 1660, поэтому для целевой метрики он не годится.

Техническое отступление: почему Whisper прощает акцент

Язык Whisper определяет первым же шагом декодера: перед текстом он предсказывает специальный токен языка, один из 99, и вероятность этого токена я и брал за меру. Учили Whisper на 680 000 часов звука из интернета с готовыми расшифровками, и язык записи там определялся по языку текста. Русская речь с японским, армянским или английским акцентом в таких данных подписана как русская, и модель старательно училась узнавать русский именно сквозь акцент. Вопрос «насколько это похоже на носителя» ей никто не задавал, и с вопросом «какой это язык» она справляется как раз благодаря тому, что акцент игнорирует. Падения до польского и литовского на коротких репликах говорят скорее о каше в звуке, чем об акценте.

Зато таблица показывает, где искать. Исходники Drama 3 Whisper признает русскими почти без исключений, и на слух они чистые, а провалы начинаются после конверсии.

Ты ожидал Drama 3, но это был я, Seed-VC

Улики сходились в одну точку: Drama 3 без образца говорит чисто, а после Seed-VC появляется акцент. Тогда я попробовал Seed-VC в режиме, где он переносит только тембр, на реплике u07, и результат вышел хуже по обоим пунктам: акцента стало еще больше, а тембр Джонни не сохранился.

Последним проверялся OpenVoice, который из образца берет только эмбеддинг голоса, сам клип в генерации не участвует, и фонетике там перетечь некуда.

Сходство тембра CAM++

UTMOS

Seed-VC v1

0,58–0,84

1,3–2,9

OpenVoice v2

0,29–0,50

1,5–3,4

OpenVoice звучит естественнее, только голос почти не похож на персонажа. Получилась та же развилка, что на 1660: модель либо смотрит в образец и забирает из него и тембр, и акцент, либо в образец не смотрит и не дает ни того, ни другого.

Механизм у Seed-VC тот же, что у OmniVoice и у Drama 3 с образцом. Японский клип подается как пример прямо в контекст, и вместе с тембром модель протаскивает в русскую речь японскую фонетику. На 1660 я видел это изнутри, через головки внимания, которые прицельно смотрят на образец. На 4080 то же самое проявилось снаружи, через сравнение моделей. Ремарка «без акцента» помогает частично и только там, где ее вообще читают, а Seed-VC ремарок не читает.

Ограничения тут серьезные. Реплик всего одиннадцать, слушатель один, и это я. Whisper в измерителе был small. CAM++ сравнивает русскую речь с японской, имея опыт с китайской. Акцент я оценивал только на слух, потому что прибора, который бы его ловил, у меня так и не появилось. Образцы короче секунды дают кашу и плохой тембр.

Целиком отрывок в версии с 4080 выглядит так, вместе со вступлением и опенингом, которые я оставил японскими.

Решение лежало в соседней папке

После вечера на 4080 я вернулся к своей 1660 и полез в старые папки проекта, чтобы понять, какие из прошлых опытов можно пересобрать по этому принципу. В папке от 10 октября лежал тот самый Джонни, который прекрасно звучал на тексте без ч, ж, щ, ш, ц и л. Тогда я записал успех на счет букв и бросил ветку. Теперь я смотрел на ту же папку другими глазами: образцом там служила русская реплика Джонни, которую OmniVoice сама сделала из японской.

25 октября я проверил это напрямую. Образец тот же, модель та же, зато текст обычный, со всеми ч, ц и л, включая «Что за судья Цеппели?!». Акцент так и не появился, и я впервые за две недели подумал: «это идеально». Работал русский образец, буквы тут были ни при чем. Решение пролежало в соседней папке две недели, пока я искал нейроны акцента и гонял Drama 3 на чужой видеокарте, и именно этот дубль вы видели в самом начале статьи.

Техническое отступление: ксерокопия без акцента

Модель продолжает образец, поэтому копирует из него все, что там есть. Если образец японский, в продолжение переезжают открытые слоги и мягкое л. Если образец уже русский, пусть и сказанный тем же голосом, японской фонетике взяться неоткуда, и модель продолжает русскую. Получается ксерокопия в два шага.

Первое поколение, русская реплика с японского образца, несет тембр героя и акцент, а второе поколение, клон уже с этой русской реплики, забирает в основном тембр, и японских звуков остается меньше. Строго говоря, это пока гипотеза: отсутствие акцента (или его очень небольшое присутствие) я слышу ушами, а прибора, который бы это подтвердил, у меня так и не появилось.

Отсюда схема для каждого героя. Японский голос нужен ровно один раз, чтобы получить первую русскую реплику героя, а дальше герой клонируется сам с себя по-русски. Для Джонни такой репликой стал дубль от 10 октября. Для Джайро нашлась удачная реплика из опытов с русской ESpeech 9 октября. Бумбуму достался кусок, который я хвалил больше всего за весь вечер на 4080: тест u02, где Drama 3 говорила без образца, а Seed-VC переносил тембр без растяжки.

Конвейер на 1660 я собрал заново. На каждую реплику OmniVoice делает шесть дублей, скорость подбирается под слот, только замедлять реплику не стал, растянутая речь звучит вяло, и пусть уж Джонни договорит чуть раньше, зато бодро. В конце каждого куска модель произносит служебное «Вот.», которое потом отрезается по паузе, иначе последнее слово реплики обрывается на полуслоге (хоть обрыв я и починил через костыли, но почему обрывается, я так и не понял. Жду пояснительную бригаду в комментариях).

Дальше идет автопроверка: Whisper medium сверяет слова, отдельный счетчик ловит растянутые слова, длина сравнивается со слотом с допуском 12%, а паузы с японским оригиналом. Все, что ее прошло, попадает на маленькую страничку, где японский оригинал стоит рядом с дублями, а под каждым дублем три кнопки: «конфетка», «так себе» и «брак». Одиннадцать реплик по шесть дублей я прослушал минут за десять.

Формула вкуса

Десять минут на 90 секунд слушать нормально, а на серию из 408 реплик ушей уже не хватит. Поэтому все мои клики на страничке (которая была сделана для автоотбора) сразу писались в файл, и по ним я попробовал найти, чем конфетка отличается от остального. Всего я оценил 68 дублей: 14 конфеток, 18 «так себе» и 36 брака. Для каждого дубля я посчитал все, что умел: похожесть голоса по CAM++, естественность по UTMOS, точность слов, попадание в слот, темп в буквах в секунду и живость по размаху высоты и громкости. Добавились и две вещи, которых раньше не было: насколько мелодия дубля повторяет мелодию японской реплики и насколько совпадает рисунок громкости.

Мелодию я снимал как кривую высоты тона в полутонах, выравнивал дубль и оригинал по времени через DTW, который растягивает одну кривую вдоль другой так, чтобы похожие места встали друг напротив друга, и считал корреляцию. Сравнивал я дубли только внутри одной реплики, парами «конфетка против остальных», и если признак ничего не различает, то конфетка выигрывает у него в половине пар.

Совпадение мелодии с оригиналом выиграло в 70% пар, совпадение громкости — в 66%, темп — в 59%. Точность слов дала ровно 50%, UTMOS — 47%, а CAM++ — всего 33%, то есть у дублей, которые мне нравятся, голос по этой метрике чаще похож на образец меньше.

Из трех лучших признаков сложилась простая формула: сумма z-оценок мелодии, громкости и темпа внутри реплики. На первых 56 оценках лучший по формуле дубль совпал с моей конфеткой в шести репликах из девяти, тогда как случайный выбор угадал бы примерно в двух с половиной. Чтобы не обмануть себя подгонкой, я сгенерировал новые дубли для реплик u02–u04, которые в подборе формулы не участвовали, сначала оценил их на слух и только потом сравнил. Формула оказалась права в десяти парах из одиннадцати, а брак во всех трех репликах ушел в конец списка.

Смысл у формулы довольно прост, если не вдаваться в цифры. Хороший дубль повторяет рисунок игры японского актера, где голос поднимается, где бьет и где затихает, и при этом звучит бодро. Брак в среднем медленнее, 9,6 буквы в секунду против 10,9, и мелодией похож на оригинал меньше, 0,68 против 0,78. Все, что я мерил раньше ( слова, слот и похожесть голоса), хорошо отсеивает кашу и почти ничего не говорит о вкусе.

Во что я уперся

Первая стена называется Бумбум. Джонни в итоге звучит идеально (на мой субъективный и очень замыленный слух), а вот Бумбум вышел на твердую троечку. К тому же первую русскую реплику для него дала Drama 3 на 4080, так что целиком на 1660 цепочка пока не замыкается. Замену я искал на своей машине. Qwen3-TTS VoiceDesign собирает голос по текстовому описанию и говорит по-русски чисто, Whisper разобрал у нее 23 реплики из 24 без единой ошибки. После Seed-VC в тембр героя Бумбум вышел у меня без акцента, а Джонни снова с акцентом, так что пока непонятно, сколько дублей и их ксерокопий нужно делать.

Вторая стена в самом Seed-VC. Я проверил, зависит ли перенос акцента от длины образца. Бумбум с образцом в полторы секунды акцент не получил, а Джонни с образцом в 13 секунд, склеенным из четырех реплик, свой акцент сохранил. На этом месте я запутался окончательно...

Третья стена в тексте перевода. Протяжные гласные вроде бумбумовского «мы-ы-ы» модели тянут до конца лимита, пока звук не превратится в писк, так что переводчику под нейросеть придется обходиться без них. Ударения автоматически не проверяются вовсе. Higgs, который с образцом говорил по-русски, без образца не говорит совсем и выдает вместо речи гул, который Whisper подписывает как «СПОКОЙНАЯ МУЗЫКА».

Железо тоже напоминало о себе. Перед каждым запуском Qwen или OmniVoice приходилось закрывать OneDrive, Steam и лишние окна, иначе Windows жаловалась, что файл подкачки слишком мал. Whisper large-v3 с разметкой слов вылезал из шести ГБ видеопамяти в общую и тратил по 36 секунд на дубль, поэтому проверку делает medium. Две модели на видеокарте одновременно не уживаются, так что каждый следующий шаг ждет, пока досчитается предыдущий.

Главная стена осталась прежней: прибора для акцента у меня нет. Whisper трижды уверенно хвалил то, что уши браковали, CAM++ и UTMOS отсеивают брак и не находят лучший дубль, а формула вкуса ловит игру и молчит про акцент. Последнее слово пока за моим ухом (а говорили, что ИИ всех заменит).

Так насколько мы близки

Теперь про революцию. В серии 408 реплик, в моем отрывке — 11, то есть серия больше отрывка в 37 раз. На 1660 отрывок в 90 секунд занимает около 25 минут работы машины и десять минут моих ушей, так что целая серия по шесть дублей на реплику укладывается в одну ночь генерации, а формула вкуса сократит прослушивание до спорных мест. Конвейер от субтитров до видео уже работает без человека: переводит под длину слота, генерирует, отсеивает брак, укладывает реплики в губы и сводит с фоном.

И все-таки… Революция, на мой взгляд, немного откладывается. Главный вопрос у этой задачи уже не в клонировании голоса, а в клонировании без акцента.

Ну и результат меня хоть и впечатлил, но до автоматизма его довести я так и не сумел (вернее, сумел, но не до того качества, которого мне хотелось бы добиться). Конечно, эксперимент с Drama 3 можно было продолжить: модель мне показалась очень перспективной, и, возможно, на ней тоже можно было бы избавиться от акцента.

Так что если у вас есть опыт работы с такими моделями, то милости прошу в комментарии, с радостью послушаю, как вы избавлялись от акцента (если у вас стояла такая задача) или вы концептуально знаете, как это решать.

Источник

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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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

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

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

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

  • 04.08.26 11:05 Kisnoles

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

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 04.08.26 12:37 kimberlyhebertt6877

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  • 06.08.26 08:11 ROMMYHENDERSON344

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  • 06.08.26 13:56 lydiassmith567

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  • 06.08.26 13:56 lydiassmith567

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  • 11.08.26 03:43 raymont0714

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  • 12.08.26 16:37 rssllhrnsb

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  • 16.08.26 01:44 Matt Kegan

    CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.

  • 18.08.26 04:59 marcushenderson624

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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  • 25.08.26 13:44 lydiassmith567

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  • 30.08.26 15:37 [email protected]

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 11:16 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

  • 01.09.26 11:16 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

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 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

  • 02.09.26 03:43 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

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 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

    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

  • 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

  • 05.10.26 21:26 [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

  • 06.10.26 06:13 melissathomason573

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

  • 06.10.26 06:13 melissathomason573

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  • 06.10.26 17:44 Darrell1717

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