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NVM+RVC = вокал профи?

Да, теперь, благодаря ИИ, любой, даже не поющий может отлично петь на любом языке. Как это работает и к чему может привести?

NVM (Neural Voice Model) — нейронная голосовая модель

RVC (Retrieval-Based Voice Conversion) — преобразование голоса на основе поиска

Я не претендую на полноту раскрытия темы — она емкая и стремительно развивается, в ней каждую неделю, месяц появляется что-то новое. Но надеюсь, что мой опыт поможет интересующимся войти в неё быстрее.

Да, еще. Обычно профессионалом считают того, кто навыку обучался, им владеет или того, кто этим зарабатывает. Но все мы знакомы с людьми, которые прекрасно поют, но они не заканчивали ДМШ, колледж, консерваторию, не учились вокалу и не зарабатывают пением. К слову, вокальное отделение — единственное в консерватории, в приеме на которое не требуется аттестат музыкального колледжа, а возрастной порог 35 лет (по крайней мере, так было 20 лет назад).

Из прошлого опыта

Меня давно интересовал синтез голоса, в первую очередь с целью создания вокала.

  • В 2004 в Канаде вышел CD с моей песней «Internet Angel», где я использовал приложение (Miracle или Mirage (?), кажется французское. Правда, сейчас не смог найти в сети его следы).

  • Чуть позже я работал над приложением добавления выразительности в пение Vocaloid. По результатам анализа MIDI-данных оно вырабатывало кривые CC (MIDI Control Changes — Expression, Modulation), Pitch Wheel и др., также генерировало мелизмы (опевания) на основе анализа лада и гармонии.

  • Сотрудничество с PowerFX (Швеция) позволило протестировать голосовые банки Leon, Lola, Miriam, Sweet Ann, BigAl (все английские). Последний — самый яркий, к сожалению, так и не стал общедоступным.

  • В 2004 организовал публичное выступление Vocaloid в большом зале Новосибирской филармонии — Miriam спела в сопровождении джаз-группы.

  • В 2006 в РФ выпустил CD «Место под солнцем». Альбом включал 7 песен в исполнении Leon (каждая на английском и русском).

  • В 2007 — несколько версий своей композиции «Помоги мне тебя понять» с Leon, Lola, BigAl, Miriam на английском и русском.

  • В 2008 моя компания разработала вокальный VSTi HumBox VM1 (вышел под брендом PowerFX).

В последние 3-4 года я использовал онлайн TTS сервисы, чтобы озвучивать комментарии к обучающим играм. Раньше русских голосов было немного и такие, как Светлана и Николай, кажется указывали на реального артиста, диктора, привлеченного для создания банка. Но пару лет назад на одном из сайтов заметил странную вещь — какие-то Alisha Howard и Jack Bailey говорят на английском, португальском, хинди, русском и др. языках! Тогда я не заметил приписку Neural Voice...

Меня удивляло, что технологию TTS не используют для создания вокала. Ведь для этого нужно лишь управлять высотой тона и длительностью гласных. Такие параметры есть в TTS синтезаторах речи — ради эксперимента, я даже пробовал растягивать гласные, вбивая «паааапа иии мааааама».

И вот, пару месяцев назад, я получил ответы на многие вопросы, благодаря знакомству с МакКинли Хиббитсом (McKinley Hibbits) — энтузиастом, работающем над сохранением истории аудио-технологий. Поставив задачу создать NVM для Leon и не выпущенного официально BigAl, он по всему миру собирает вокальные примеры этих банков. Поскольку в сети нашлись и мои эксперименты с ними, МакКинли обратился с просьбой снабдить его исходными вокальные треками. Я отправил ему все, что смог найти, а также CD «Место под солнцем». В дальнейшем общении с МакКинли я узнал о RVC, более того, он сделал NVM моего голоса, а также рендеры вокала для 15 песен на 8 языках, до того, как я сам начал разбираться в этой кухне.

Способы синтеза вокала

Вокодер

Электронная схема или программа со следующей структурой:

  • Генератор тона (меандр со скважность больше 2-х или пила)

  • Генератор шума

  • Набор полосовых фильтров

  • Амплитудный модулятор

Набор этих модулей по сути моделирует структуру голосового тракта и при соответствующем управлении синтезирует речь или вокал. Есть множество примеров использования, в частности в песне Стиви Уандера (Stevie Wonder) «I Just Called to Say I Love You». (Вполне возможно, что французское приложение и было создано по принципу вокодера).

В музыкальной практике управление синтезом выполняется за счет анализа вокала в реальном времени — с голоса певца снимается информация о формантах, амплитуде, тоне и шуме. В итоге колебания голосовых связок как бы заменяются сигналом с богатым спектром, нередко и гармоническим - например, аккордами, извлекаемыми на органе.

Качество синтезируемой речи невысокое, скорее всего термин голос робота и был сформирован на основе восприятия подобных голосов.

Vocaloid, UTAU, Synthesizer V

Vocaloid. Теория и практическая апробация сделана в Испании (Университет П.Фабра, Барселона) в начале 2000-х. Программа выпущена Yamaha (2004), голосовые банки разработаны несколькими компаниями, в частности PowerFX.

Технология заключается в последовательном соединении звуковых фрагментов, в чем-то походит на Wavetable синтез и сэмплеры. Артист записывается громадное количество фраз в разных регистрах и с разными громкостями. По словам Била Брайанта (Bil Bryant), экс-руководителя PowerFX, это 60 страниц. Затем звукоинженеры обрабатывают материал, создают банк фонем в спектральном виде, тестируют синтез — в общем, создание, отладка нового банка это большой труд. В итоге пользователь в программе, согласно мелодии и текста, заданными в пиано-ролл, генерирует вокальный трек.

Качество голоса Vocaloid намного выше, чем у вокодера. Правда, все банки, с которыми я работал, имеют слегка зашумленный характер, наподобие звука в форматах со сжатием, как например, у mp3 с невысоким бит-рейтом. Второй заметный минус — излишняя статичность продолжительной гласной в следствии закольцовки усредненного спектра.

При том, что в Vocaloid можно отрисовать кривую Pitch и добавить вибрато, мне не хватало выразительности, свободы в выборе вокальных приемом. Самое слабое место — невозможность извлечь звук с опорой и на придыхе, какие бы настройки вы не выбирали. Пользователи сэмплеров сказали бы, что в банках Vocaloid мало слоев. Если использовать эту аналогию, то мне кажется, он там один.

Впрочем, за счет генерации MIDI файлов в нашем приложении, нам удалось повысить выразительность, заставить Vocaloid петь так, как создатели банков не предполагали. К слову, их удивил мой пример «I Feel Good», Бил спрашивал: «Алекс, как ты это сделал?», также эротический оттенок в «Please Touch Me Lola» и пение «мимо нот» в «In The Darkness» и «PowerFX Hymn». На Франкфуртской Музыкальной Выставке (FMM) в 2007 мне представилась возможность пообщаться с Хидеки Кенмочи (Hideki Kenmochi), руководителем отдела Vocaloid в Yamaha. Мы обсудили расширении функционала Vocaloid за счет наших алгоритмов, но до практической работы дело не дошло.

UTAU. Появилась достаточно давно (2008), похожа на Vocaloid, но позволяет создавать собственные банки. Я никогда её не пробовал.

Synthesizer V — новая реинкарнация Vocaloid. Сам еще не использовал, но примеры в YouTube потрясающие, и ... там появилось управление вокальными приемами - голос может и кричать, и петь почти шепотом... Ещё, похоже, в последние 2-3 года в версии AI используются и нейронные голосовые модели, но только те, которые разрабатывает сама компания (точнее партнеры).

NVM+RVC

- это уже полностью ИИ технологии. Кратко схема выглядит так:

  • Нужно взять несколько минут исходного материала — пения, речи человека, на основе которых алгоритм создает нейронную голосовую модель (NVM);

  • Нужен эталонный вокальный трек* (Reference track), спетый реальным певцом или созданный с помощью Vocaloid (Synthesizer V, UTAU);

  • Далее алгоритм RVC заменит в эталонном треке все отдельные спектральные фрагменты на аналогичные из NVM, сохраняя звуковысотные и динамические параметры.

* крайне редко имеется отдельная и чистая (без эффектов) запись вокала. Поэтому также используется алгоритм ИИ для разделения музыки и голоса.

Таким образом мы получим тот-же самый вокальный трек, в котором тембр певца заменён на тембр другого человека.

Октябрь-ноябрь 2023. Хроника

Еще до осени я слышал шикарные примеры Synthesizer V и нейронные голоса. Не представлял, зачем МакКинли собирает фрагменты вокала BigAl и Leon. Указывал на отсутствие в примерах Volcaloid режимов с опорой и на придыхе. Отправил ему свой пример, где просто изобразил и то, и другое ... В ответ МакКинли прислал мне 2 трека, где мой голос был заменён на BigAl и Leon ... для меня это был шок — ощущения, как у юного техника, радующегося, что нашел классную железяку, но не ещё представляющего, где и как её можно применить.

Я спросил насколько сложно сделать мою модель — МакКинли попросил прислать 20-30 минут моего голоса. Мне было легко собрать этот объем из прошлых проектов - плюс что-то наговорил, напел максимально низко/высоко и отправил. Также первую песню, на которой хотел попробовать - «Splender» (лет 20 назад я делал аранжировку этой песни Ravi Dattatreya, с вокалом известного индийского исполнителя Rajkumar Bharati) и ... на следующий день я уже пел на тамильском!

Как и пару дней назад, я не представлял, какой для меня из всего этого толк, но желание попробовать и другие языки становилось все сильнее. В итоге я выбирал новую песню, отправлял МакКинли и, как 3-х летний малыш ждёт очередную серию «Маши и Медведя», ждал от него новый рендер.

Стали очевидны 2 принципиальных момента:

  • Выделенный вокальный трек не всегда хорош, песни в сети — готовые миксы среднего качества mp3/mp4, а некоторые — оцифровка записи 1950-х.

  • Для меня важно было понять, насколько моя русская в целом NVM справляется с другими языками.

Я попросил Рика Пола (Rick Paul), сонграйтера, с которым давно знакомы, поделиться чистым вокальным треком, заодно, проверить акцент моей NVM. Так в моем наборе появилась «You Knew Me ’Fore You Knew Me». Сначала Рик написал, что в сравнении с моим реальным акцентом, в моей модели он минимальный. Затем прислал список из 7 замечаний, разбирая каждый слог, а в конце приписку «... в целом по этому исполнению я бы ни за что не догадался, что поёт русский».

Мой старинный знакомый Питер Блумендал (Peter Bloemendaal), музыкант и журналист, нашел мне популярную песню на голландском — «Tulpen Uit Amsterdam». И после прослушивания результата заверил в том, что с голландским и, скорее всего, немецким, у меня проблем нет.

Два примера на французском я отправил другу во Францию, ответ: «Твой французский гораздо круче моего. :)». На армянском показал соседям — «Лав!», то есть хорошо... Примеры на итальянском никому не показывал, но он по фонетике считается достаточно близким к русскому.

В конце ноября я попробовал сам разобраться с этими технологиями. Постараюсь изложить все максимально просто. Но сначала хочу предложить аналогию, которая, как мне кажется, упрощает понимание результата, получаемого при замене тембра.

Есть походка и есть одежда...

И то, и другое может быть обычным, а может — ярким, особенным. Если у человека необычная походка, то мы его легко узнаем даже в обычной одежде. Также нам не удастся не обратить внимание на человека в яркой, странной одежде, даже когда его походка ничем не выделяется.

Так вот, исходный, эталонный вокальный трек — это походка. Если у вокалиста глубокое и частое/медленное (отличающееся от среднего) вибрато, если есть заметные глиссандо (подъезды к тону и спуски), большая динамика, как на отдельной ноте, так и в музыкальной фразе, то ... замена исходного тембра на другой, но вполне стандартный, не сможет спрятать все эти особенности.

Происходит как бы сложение характера движения и окраски. Если ваш тембр обычный, а в качестве эталонного трека вы берете, например, вокал Г.Лепса, А.Серова (для мужчин), или Whitney Houston, Mariah Carey (для женщин), то вы, скорее всего, не услышите себя. Фактически спектр будет вашим, но интонирование, характер движения, очевидно, будут чужими. И напротив, если у вас очень своеобразный тембр, то при окраске обычного, не отличающего яркими деталями интонирования, вы будете вполне заметны.

В моих примерах вы наверняка отметите, что манера Г.Вицина в «Постой паровоз» доминирует при применении как модели МакКинли, так и моей, а модель BigAl явно преобладает на каком бы эталонном треке она не применялась.

Подготовка материала для NVM (Dataset)

Нужно собрать образцы голоса, можно только речи, но в нашем случае, желательно и пения, общей длительностью 20-30 минут. МакКинли сказал, что собрал 12 часов своего голоса, кто-то использует всего 1 минуту и меньше, на онлайн сервисах нередко длительность ограничена 10 минутами. Как я понимаю, смысл в том, чтобы в материале присутствовали все звуки, желательно в разных регистрах и с разной подачей — громкие, почти крик, и тихие, почти шепот.

Важно, чтобы материал был чистым — без посторонних шумов и реверберации помещения. Конечно, в отсутствии таких записей можно пытаться чистить то, что есть - умеющие работать со звуком знают, как это делается. Сейчас немало онлайн-сервисов, использующих ИИ алгоритмы для удаления шума и реверберации, как например, Noise Reducer. Но все подобные операции, как правило, не проходят без потерь.

Стандартная обработка всего материала:

  • удалить заметные (кроме вдохов) паузы;

  • EQ — обрезать ниже 120 и выше 8000 Hz;

  • Нормализовать, хотя лучше легкий компрессор (-12 dB);

  • Обычный Noise Gate с порогом -30...-40 dB

В общем надо получить хороший уровень, без искажений, не нарушая в целом динамику фраз и длинных звуков. Сохранять лучше в wav (44,1 kHz, mono).

Я попробовал делать NVM на разном материале, в частности, небольшой длительности (2-3 минуты) и из голосовых сообщений WhatsApp, применяя чистку. Не могу сказать, что увеличение объема однозначно повышает качество конечного результата (он зависит от многих факторов). В моих примерах я замечал ошибки моделей МакКинли и BigAl, которых моя NVM не делала. И хотя NVM МакКинли и BigAl были созданы на существенно большем объеме данных, иногда в конце слова, где присутствует легкий выдох, он у них заменялся на «ха-ха-ха» (смех), были и другие огрехи.

При сборе материал не поющими людьми я предлагал бы придерживаться следующего:

  • записывать свой голос, медленно (нараспев) читая стихотворение или прозу;

  • в обычном, удобном регистре, также максимально низко и максимально высоко;

  • также максимально громко и максимально тихо;

  • при этом, не искажая голос нарочно (имитируя ребёнка, картавя или говоря несвойственным басом);

  • не повторять один и тот же текст, а выбирать новый;

  • можно и на смартфон, лучше в приложении Диктофон, которое позволяет сохранять запись в формате wav (44,1 kHz, mono);

  • собрать 10-20 минут общей длительности, лучше отдельными файлами для разных способов (низко, высоко, громко, тихо и т.д.);

  • записывать в условиях, где нет явного эха (например, между массивной шторой и вешалкой с одеждой). Подробнее о записи

Для тех кто поёт, рекомендации в целом те же самые. Небольшое уточнение — запись речи всё-таки нужна и попадать в ноты необязательно.

Разделение вокала и музыки

Как уже отмечал, исходные вокальные треки почти недоступны. Для разделения голоса и музыки существует много онлайн сервисов и, похоже, они применяют один и тот же алгоритм ИИ. Сначала я использовал VocalRemover , но затем, по совету МакКинли, mvsep — более серьезный ресурс с множеством моделей, не только для разделения, но удаления шумов и реверберации.

При выборе песни приходится сразу обращать внимание на то, чем окружен вокал. Многоголосие, бэк-вокал (даже в унисон), одновременное звучание духовых, струнных — все это может оказаться в выделенном вокальном треке. Также решению задачи повредит заметная реверберация и Delay. Делаем разделение и смотрим, как звучит эталонный трек - если он грязный, то, скорее всего, удачная замена тембра с ним не получится.

Из моего небольшого опыта я выяснил, что лучше всего голос извлекается из акустических записей с минимальным набором инструментов, например, из песни под гитару. Тяжелее всего что-то нормальное сделать из зальника, живого выступления, а также современных миксов, где вокал чаще всего жестко обработан — компрессия, Exciter и пр., и по своим акустическим параметрам очень далек от естественного голоса.

Создание голосовой модели

Я пробовал несколько блокнотов в Google Colab, но свой первый результат получил в том, что посоветовал МакКинли — ссылка

Идем по шагам, выполняем все требования, следим за тренировкой модели в TensorBoard и ждем сообщений:

  • Training is done. The program is closed.

  • Saving final ckpt: Success.

Затем сохраняем модель у себя для дальнейшего использования.

Время создания и тренировки NVM зависит от размера данных и доступных ресурсов — вычисления выполняются во внешней среде. У меня выходило 1,5-2 часа на Dataset в 10-15 минут. Мне кажется это очень хорошо. Всё это можно делать, видимо, и на своей машине, но процесс, очевидно, потребует намного больше времени.

По совету МакКинли я не ставил количество эпох более 300, делал шаг сохранения промежуточных моделей в 10 или 20 эпох (Google Colab). Я не замечал существенной разницы у моделей на 300, 240 или 120 эпохе, когда проверял их на тестовых примерах. Скорее всего это связано с самим материалом. В сети пишут, что пере-тренированная модель звучит хуже, чем недо-тренированная.

Есть онлайн сервисы, где разбираться в нюансах нет необходимости — достаточно загрузить свой материал. Я пробовал kits.ai . Размер — до 10 минут, качество модели в бесплатном аккаунте преднамеренно невысокое. Причем, скачать свою модель нельзя, но можно подгрузить другую, сделанную на стороне или из их библиотеки.

Как ни странно, но для одного конкретного голоса результат упрощённой модели от kits.ai был лучше, чем нормальной, отлаженной в блокноте Google Colab.

Рендер — меняем одежду

Вот мы и добрались до волшебства. Когда у нас есть и NVM, и эталонный трек, мы можем применить собственно RVC алгоритм. Для этого есть несколько блокнотов Google Colab, в частности — ссылка .

Запускать можно как во внешней среде, так и на своей машине. Я использовал подобный («RVC Inference HF») на HuggingFace .

Загружаем модель и эталонный трек, жмём «Convert». На бесплатном аккаунте выделяется 2 vCPU и 16 GB RAM. Результат для трека в 1,5 минуты вычисляется за 3-4 минуты. Скорее всего, время зависит не только от ресурса, но и эталонного трека. Есть дополнительные настройки, меняющие характер обработки. Что-то из них попробовал, но особых различий для конкретной модели и трека не заметил — оставил по умолчанию.

Краткие выводы по технике и ресурсам

  1. Материал для Dataset лучше делать не менее 10 минут, стараясь включить в него максимум, что позволяет голос. Если в эталонном треке будет что-то, аналог чего отсутствует в модели, то алгоритм будет подставлять максимально похожее из модели. Например, Ш вместо Ч, если Ч отсутствует.

  2. Все погрешности в эталонном треке отразятся в рендере, причем, в этом случае богатая модель может работать даже хуже. Так, например, в эталонном треке наложился саксофон, алгоритм принял его за иной звук, округлил до чего-то другого. Или в спектре присутствует пик в области 5-7 kHz от применения Exciter — алгоритм может ошибиться в определении тона и на длинной гласной вставить фрагменты на октаву выше.

  3. Ресурсов много, постоянно появляются новые. Алгоритмы обновляются — то, что работало вчера так, сегодня может работать иначе. Многое бесплатно и доступно из РФ. Чтобы оставаться в форме, надо отслеживать все значимые изменения. Есть множество готовых моделей, на weights.gg — около 18 тысяч (среди них более десятка моделей Майкла Джексона (Michael Jackson)).

  4. Естественно, после танцев с бубном, как с приложениями, так и с оплатой зарубежного сервиса, появляется мысль — сделать апгрейд ПК и настроить все у себя. Насколько это легко - пока не знаю.

  5. Думаю в самое ближайшее время появятся VST (и другого формата) плагины, позволяющие поменять тембр голосового трека прямо в вашей любимой DAW (Fl Studio, Ableton, Reaper). Кстати, RVC применима не только к голосу, но и музыкальным инструментам — такие модели тоже создаются и используются (см. kits.ai ).

  6. Пара полезных учебников (»Training RVC v2 models Guide« и «RVC v2 AI Cover Guide« by kalomaze).

Как может быть использована технология RVC?

В сети мнения по поводу результатов RVC диаметрально противоположные — от восторженных до негативных. Однако, как это бывает обычно, - проходит время и все встает на свои места. Когда в студенческие годы мы (рок-поп группа) замещали на танцплощадках духовой оркестр, его музыканты смотрели на нас почти с недоумением. Через 10 лет, нас заменили ребята с колонками, которые просто включали магнитофон. Тоже самое с появлением mp3, интернета, стримов. Ты или принимаешь новое, или остаешься в прошлом.

Создание песен не поющими — первое, что пришло в голову. Звучит не очень привлекательно, правда? Но это ранее, когда не было RVC.

Лет 10-15 у меня была своя студия, ориентированная на любителей, то есть, слабо поющих клиентов. С одним (со слуховым аппаратом!) записали 50, с другим — 15 их собственных песен. Если бы тогда была RVC, мне проще было бы сделать их NVM, самому спеть эти песни и заменить тембр, чем тратить время и нервы на запись, тюнинг по тону и ритму.

Ещё были дамочки с такой позицией: «Спела я очень хорошо, сейчас не надо учиться вокалу и ставить голос — все делает звукоинженер! Сколько это стоит? Мой мужчина за всё заплатит ... «. Ну, ... если за всё и есть RVC, то и ради одной песни можно создать NVM, нанять профессиональную вокалистку, которая запишет эталонный трек. Тогда, дамочка окажется права — всё делается в компьютере и она действительно спела очень хорошо.

Этот вопрос я обсуждал с Риком Полом, он сомневается, что спрос на такую услугу существует — «то есть запись человека, который не может петь, (виртуально поет песню), которая не имеет реальной ценности – возможно, это просто поглаживание эго этого человека». Думаю, Рик не работал с любителями так много, как я. Полагаю, как только публика раскроет для себя такую возможность — все запоют, особенно, блогерши. Еще будут хвастаться, кто для них выступил донором, суррогатом и записал эталонный трек.

Приведу несколько идей, без этической, правовой оценки и прогноза о потенциальной художественной ценности результата.

  • Создать, озвучить песню голосом известного певца, артиста, которую он мог бы спеть. Конечно, певец, записывающий эталонный трек, должен максимально стремиться к интонации, свойственной этому певцу, артисту... Выпустить следующий альбом Битлз (!)...

  • В некоторых фильмах артист по сценарию должен петь, но сам не поет (от Рика). Раньше искали певца с похожим голосом или поющего пародиста. Сейчас все можно сделать с RVC.

  • Спеть дуэтом с известным певцом.

  • Композитор не всегда доволен исполнителем его песни — можно сделать версию с голосом композитора.

  • Сколько самодеятельных авторов песен посылали свои демо-версии агентам артистов и в студии и мечтали, чтобы их песню исполнил известный певец! Теперь можно сочинить песню для Г.Лепса или П.Гагариной, записать ее с NVM этого певца/певицы ... Наверное, шансы получить ответ от агента или студии будут намного больше...

  • Один знакомый из голосовых сообщений собрал NVM своей девушки (скорее всего, не поющей), записал в её исполнении альбом своих любимых песен и теперь считает, что это лучшая музыка во вселенной.

  • Можно подарить своей маме сборник песен, которые любил папа, если имеются записи его голоса...

Похоже, распространение RVC окажет серьезное влияние на работу музыкантов и продюсеров. J Rice (Джошуа Райс) говорит, что до голосов ИИ он отказывался от некоторых проектов: «Худшая часть музыкального производства — это ожидание - будь то сессионные вокалисты, студийное время или встречи с другими артистами... ИИ делает совместную работу проще, чем когда-либо, позволяя артистам обучать NVM, устраняя необходимость личных встреч для записи вокальных треков... Одно дело, если я пою текст, но теперь я могу изменить голос, существенно изменив то, как он будет слышен, создав более сложное и улучшенное звучание».

Что с авторскими правами?

Честно говоря, не встретил каких-либо ясных материалов о том, как регулируется область применения NVM и RVC. Модели создаются тысячами, в свободном доступе есть множество моделей известных персон, созданных, очевидно, без их разрешения.

Что мешает создать NVM, например, Сергея Чонишвили — известного артиста и востребованного диктора, а затем выпускать рекламу с его голосом? Слышал, что судебные разбирательства с чем-то подобным уже есть. Лучший способ защиты, как мне кажется, - самому артисту дать разрешение на создание NVM и получать доход от ее использования. Некоторые артисты уже пошли этим путем - Гвинет Пэлтроу (Gwyneth Paltrow), Граймс (Grimes) и др. Я думаю в ближайшем будущем создание качественных моделей будет массово инициировано самими артистами и студиями, имеющими оригинальные, чистые голосовые треки. Законодательная сфера обычно отстает от практики, но если есть спрос, то стороны находят подходы, как согласовать интересы.

Выводы?

Еще раз повторюсь — я не претендую на полноту освещения темы. Я задумал написать статью пару месяцев назад, но уже и за этот короткий срок появилось много нового.

Очевидно, что мы на пороге больших изменений как в музыкальной индустрии, так и в культурной сфере в широком смысле. Еще 15 лет назад, как и любой инженер, знакомый с теоремой Котельникова / Найквиста, я бы доказывал, что восстановление потерянной информации (или разделение сведенной фонограммы на отдельные треки) невозможно, но ... Как оказалось, и мозг человека, увидевшего табуретку, не анализирует каждый пиксель с сетчатки глаза, в просто достаёт из памяти ранее виденный образ... Насмешка ИИ над человеком — «я же делаю то, что давно делает ваш мозг, что тут невозможного?»

Хочу отметить лишь некоторые принципиальные моменты, в которых я убежден:

  • ИИ пока не создает, не находит стиль, модель, манеру — он использует то, что нашел, отработал человек. ИИ может создать новый арт-объект, подражая художнику - 1000 новых полотен Айвазовского или 1000 новых сонат Шопена. Однако, программа, которая будет в известных песнях автоматически менять голоса на известных (и не очень) певцов, создаст, видимо, новые художественные объекты.

  • В процессе восприятия объекта есть очень важный фактор — дифференциальный порог восприятия (ДП). ДП это минимальное изменение того или иного параметра или группы параметров, которое человек способен различить. Иными словами, если удается попасть в зону допуска, то в какой-то момент слушатель не сможет отличить искусственное от натурального. Такие эксперименты уже проводились — 1984 г. пятьсот профессиональных экспертов не увидели разницы между роялем, звучащем через колонки, и цифровым фортепиано Р.Курцвейла (Raymond Kurzweil).

  • 50% в процессе оценки художественного объекта, условно говоря, лежит на стороне, ответственности слушателя, зависит от его подготовки к восприятию. Поэтому протесты и стенания защитников натурального, истинного, вечного, которое, несомненно есть и таким является, обращены в пустоту, точнее — очень небольшому числу слушателей. Поскольку миллиарды людей на планете никогда не окажутся в концертном зале, где исполняется «Токката и фуга ре минор» И.С.Баха, а их музыкальный опыт будет строиться на том, что в верхних строчках плейлистов в их смартфонах, где и сейчас уже почти все - далеко не живое исполнение. И они вряд ли заметят разницу в истинном и искусственном Шопене (как и в Айвазовском).

Лично я крайне рад, что застал такие новации (мне 66). И хотя еще не решил, как именно буду использовать RVC, прежний опыт подсказывает, что обязательно что-то применю в будущих экспериментах. Конечно, соглашаясь со словами МакКинли: «... в настоящее время, когда технологии настолько доступны, наблюдается всплеск создания NVM, к лучшему или к худшему, охватывающему широкий этический спектр... при этом я осознаю моральную ответственность, которую влечет за собой применение этих мощных инструментов«.

Еще раз ссылка на демонстрационные примеры.

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

  • 24.06.26 14:21 Elizabeth Thompson

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

  • 24.06.26 15:33 Júlia Castro

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

  • 24.06.26 22:01 robertalfred175

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

  • 24.06.26 22:01 robertalfred175

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

  • 25.06.26 21:13 Emilie Safi

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

  • 25.06.26 21:25 Emilie Safi

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 02:48 Miriam Rocha

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

  • 26.06.26 02:52 Miško Bakić

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  • 26.06.26 02:56 Asunción Herrera

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

  • 26.06.26 15:05 Riley Stephens

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  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

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

  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

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

  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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

  • 02.07.26 01:26 Clara Morin

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  • 02.07.26 01:31 Robin Hale

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  • 04.07.26 15:32 Fraddy Pual

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

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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

  • 06.07.26 16:20 Olga Ognjanović

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

  • 06.07.26 16:31 Joseph Weigl

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

  • 06.07.26 16:33 Jaran Løvlien

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

  • 07.07.26 18:00 robertalfred175

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

  • 07.07.26 18:01 robertalfred175

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

  • 09.07.26 19:06 Toivo Walli

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

  • 09.07.26 19:10 Misty Alexander

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

  • 09.07.26 19:13 Clara Soto

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

  • 12.07.26 03:30 Kora Baltacha

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

  • 12.07.26 03:33 Pahal Mathew

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

  • 13.07.26 23:49 [email protected]

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

  • 15.07.26 11:53 Sarah Green

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  • 04.08.26 11:05 Kisnoles

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

  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 michaeldavenport218

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

  • 20.08.26 11:32 michaeldavenport218

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

  • 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

    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

  • 25.08.26 13:44 lydiassmith567

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

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 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

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