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Смарт-функции в Алисе: как LLM помогает понять, чего хочет пользователь
Так уж вышло, что раз в несколько лет мы переписываем сервис, отвечающий за диалоговое взаимодействие в Алисе. В прошлый раз мы распиливали монолит на микросервисы, переходили от концепции интента к концепции сценария и улучшали качество классификации. Этот рефакторинг позволил нам научиться горизонтально масштабироваться, ускорил выпуск фичей и дал возможность существенно улучшить качество работы диалогового движка. На этой инфраструктуре мы жили 5 лет.
Совсем недавно мы начали новый виток развития Алисы: мы хотим поместить в самое сердце (точнее, в самый мозг) нашего диалогового движка большую языковую модель. В этом году мы уже добавили в Алису возможность отвечать с помощью LLM на любые вопросы, а теперь взялись за то, чтобы Алиса стала более универсальной и могла выполнять любые задачи пользователя.
Например, пользователь может сказать: «Алиса, выключи телевизор, когда закончится этот матч». До появления смарт‑функций Алиса ответила бы, что «этого пока не умеет», так как подобной задаче её не обучали. Теперь нейросеть сама разложит запрос на два действия — посмотрит, сколько осталось до конца, и поставит таймер выключения на это время. Или если в запросе будут разного типа задачи, например одна про контент, а другая — про звук, Алиса тоже разложит их на понятные для нее части и выполнит: «Алиса, включи первый фильм на громкости 20».
Дальше я расскажу, как мы это собираемся делать.
Что внутри этой статьи:
Архитектура Megamind: преклассификация, сценарии, постклассификация, генеративные ответы.
Как Алиса выглядит на функциях и что такое Function Calling.
Учёт контекста экрана, процесс обучения, зерошот, новая проблема классификации.
RAG функций и архитектура, схема преклассификации и фолбека.
Как всё работало раньше
Ядро Алисы состоит из множества сценариев, в которых реализована обработка разных типов задач: музыка, видео, погода и пр. Алиса на YandexGPT — это тоже один из таких сценариев.
Обработка запросов строится по следующей схеме:
Сначала происходит анализ возможных смыслов запросов по его тексту и контексту диалога.
В процессе преклассификации отбираются сценарии, которые могли бы дать ответ на запрос, но нет гарантии, что сделают это. Есть сценарии, которые предлагают свои ответы на любые запросы, например сценарий диалога с YandexGPT
Выбранные сценарии формируют свои ответы, обращаются в различные сервисы, проверяют поддержку команды устройством, отрабатывают собственную логику и т. д. В результате сценарий возвращает свой кандидат ответа, а также фичи для последующего ранжирования, либо же флаг, что у него нет подходящего ответа.
Полученные ответы ранжируются, и выбирается самый лучший — его и получит пользователь.
Для каждого запроса, который требует конкретных действий, есть классификатор. Он «ловит» запросы, чтобы сценарий прошёл преклассификацию. Такая архитектура обладает несколькими полезными свойствами:
Сценарии аддитивны, то есть можно легко научиться обрабатывать новый интент, вид запроса, не вызывая регресс остального стека. Такое возможно из‑за отсутствия единого входного классификатора интентов, который бы диспетчеризовал обработку в какой‑то единственный сценарий. Кстати, так была устроена Алиса в самом начале, и это сильно ограничивало скорость внедрений.
Чаще всего модель ранжирования даже не нужно переобучать. В тех редких случаях, когда всё же приходится, существующий ответ зачастую был приемлем.
Сценарии можно тестировать независимо, а не поднимать всю Алису целиком, чтобы репрезентативно повторить обработку запроса.
Последние 5 лет такая архитектура позволяла эффективно развивать Алису, учить её понимать все новые запросы. Однако у такого подхода нашлись и существенные недостатки:
Разработчикам легко обработать частотные запросы, но не все возможные. Например, можно реализовать ответ на запрос о погоде и обработать уточнения «на сейчас» или «на несколько дней», но не реализовать ответы про дождь и ветер, хотя эти данные есть в том же ответе про температуру.
Сложно делать контекстные доуточнения: «а завтра», «а на три дня вперёд» надо отдельно прорабатывать. Уточнения зачастую очень разнообразные, но при этом каждое из них нужно пользователям не так часто. Достаточно сложно собрать такие запросы в необходимом объёме. Обработка каждого нового уточнения — это отдельная разработка, но каждое следующее оказывает всё меньше влияния на поток, так как оно менее частотное.
На каждый запрос в итоге отвечает только один сценарий, поэтому сложно делать кросс‑сценарные взаимодействия вроде запроса: «Включи трек, который стоит у меня на будильнике». Каждый такой пример требует отдельных ухищрений.
Две команды в одном запросе вроде «включи музыку погромче» сделать в таком подходе очень сложно: комбинаторика огромная и все варианты не запрограммируешь, общего решения нет.
Наши пользователи довольно хорошо знают возможности Алисы и научились обращаться с ней, как когда‑то научились задавать запросы в Поиск на «поисковом» языке. Многие годы мы не знали, как решать эти проблемы, но с появлением LLM ситуация изменилась.
Оказалось, что большие языковые модели достаточно умные не только для работы с текстом, но и для того, чтобы разложить сложную задачу на несколько шагов выполнения и генерировать структурированные машиночитаемые ответы. В мире этот подход называют Tool Calling или Function Calling, он лежит в основе концепции агентов, про которую сейчас много говорят.
Полтора года назад мы увидели в этом большой потенциал для Алисы, начали первые эксперименты, а сегодня мы запускаем технологию смарт‑функций в Алисе на ТВ Станциях, которой и посвящена эта статья.
Смарт-функции: как это работает
В основе работы смарт‑функций лежит языковая модель YandexGPT 4 с технологией вызова функций: это значит, что Алиса использует генеративную нейросеть не только для развёрнутых ответов в диалоге, но и для выполнения пользовательских команд. YandexGPT позволяет ей понимать, из чего состоит запрос, и самостоятельно решать, как его исполнить. Иными словами — думать.
Когда пользователь задаёт запрос, мы даём на вход LLM несколько описаний тулов (от слова Tool), которыми она может воспользоваться, контекст (диалог, описание устройства и происходящего на экране), запрос пользователя и просим сгенерировать обращение к тулу для продвижения по решению задачи пользователя.
Давайте посмотрим, как это работает, на примере запроса «включи мультфильм, который мы вчера смотрели». Чтобы решить эту задачу, нужно сначала посмотреть историю воспроизведения, понять, где в ней мультфильм, а потом включить его. «История воспроизведения» и «включение видео» — это тулы из числа доступных модели.
На скриншоте пример промпта, который подаётся в модель. В промпте видны доступные модели функции, их названия, описания, спецификации аргументов и результатов, описание устройства с датой и временем, а также описание экрана, которое в данном случае довольно простое — главный экран.
[AVAILABLE_TOOL]
name: get_last_played_content
description: Получение информации о последних прослушанных аудиотреках, проигранных видео и телеканалах
parameters: {"properties":{"content_type":{"description":"Тип контента, последнее воспроизведение которого хочется получить. Можно не указывать, если фильтрация не нужна.","enum":["audio","video"],"type":"string"}},"type":"object"}
return_parameters: {"properties":{"last_played_items":{"description":"Воспроизводимый ранее контент от недавнего к более старому","items":{"properties":{"audio_content_id":{"description":"Идентификатор аудио контента, который воспроизводился последним","properties":{"content_id":{"description":"ID музыки","type":"string"},"type":{"description":"Тип музыки","enum":["artist","album","playlist","track","recommendations","generative","fm_radio"],"type":"string"}},"type":"object"},"audio_content_meta":{"description":"Метаинформация об аудиоконтенте","properties":{"album_meta":{"description":"Метаинформация об альбоме","properties":{"artists":{"description":"Метаинформация об исполнителях, участвовавших в записи альбома","items":{"properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"type":"array"},"genre_catalog_id":{"description":"Жанр альбома, представленный в виде для внутреннего использования","type":"string"},"id":{"description":"ID альбома","type":"string"},"title":{"description":"Название альбома","type":"string"},"tracks_count":{"description":"Количество треков в альбоме","type":"integer"},"year":{"description":"Год выпуска альбома","type":"integer"}},"type":"object"},"artist_meta":{"description":"Метаинформация об исполнителе","properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"fm_radio_meta":{"description":"Метаинформация о FM-радиостанции","properties":{"id":{"description":"ID FM-радиостанции","type":"string"},"station_name":{"description":"Название FM-радиостанции","type":"string"}},"type":"object"},"generative_meta":{"description":"Метаинформация о Нейромузыке","properties":{"id":{"description":"ID Нейромузыки","type":"string"}},"type":"object"},"playlist_meta":{"description":"Метаинформация о плейлисте","properties":{"id":{"description":"ID плейлиста","type":"string"},"title":{"description":"Название плейлиста","type":"string"}},"type":"object"},"recommendations_meta":{"description":"Метаинформация о потоке рекомендаций","properties":{"id_composite":{"description":"ID составного потока рекомендаций - список ID базовых потоков рекомендаций, разделенных запятой","type":"string"},"seeds":{"description":"Метаинформация о базовых потоках рекомендаций. Порядок записей соответствует порядку ID в поле `id_composite`","items":{"properties":{"id":{"description":"ID базового потока рекомендаций. Может использоваться как отдельный идентификатор аудиоконтента с типом `recommendations`","type":"string"},"seed_name_human_readable":{"description":"Человекочитаемое название базового потока рекомендаций","type":"string"}},"type":"object"},"type":"array"}},"type":"object"},"track_meta":{"description":"Метаинформация о треке","properties":{"album":{"description":"Метаинформация об альбоме трека","properties":{"artists":{"description":"Метаинформация об исполнителях, участвовавших в записи альбома","items":{"properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"type":"array"},"genre_catalog_id":{"description":"Жанр альбома, представленный в виде для внутреннего использования","type":"string"},"id":{"description":"ID альбома","type":"string"},"title":{"description":"Название альбома","type":"string"},"tracks_count":{"description":"Количество треков в альбоме","type":"integer"},"year":{"description":"Год выпуска альбома","type":"integer"}},"type":"object"},"artists":{"description":"Метаинформация об исполнителях трека","items":{"properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"type":"array"},"duration":{"description":"Продолжительность трека","format":"duration","type":"string"},"id":{"description":"ID трека","type":"string"},"title":{"description":"Название трека","type":"string"}},"type":"object"}},"type":"object"},"duration_since_last_played":{"description":"Количество времени в формате ISO, прошедшего с момента последнего воспроизведения","format":"duration","type":"string"},"is_paused":{"description":"Признак того что контент на паузе","type":"boolean"},"progress_left":{"description":"Оставшееся время до конца контента","format":"duration","type":"string"},"progress_passed":{"description":"Позиция в контенте, на которой пользователь находится в данный момент","format":"duration","type":"string"},"tv_channel_content_id":{"description":"Идентификатор телеканала, который воспроизводился последним","type":"string"},"tv_channel_content_meta":{"description":"Метаинформация об телеканале","properties":{"channel_name":{"description":"Название телеканала","type":"string"},"program_name":{"description":"Название идущей сейчас телепередачи","type":"string"}},"type":"object"},"tv_stream_content_id":{"description":"Идентификатор телеканала, который воспроизводился последним","type":"string"},"video_content_id":{"description":"Идентификатор видео контента, который воспроизводился последним","type":"string"},"video_content_meta":{"description":"Метаинформация об видеоконтенте","properties":{"content_audio":{"description":"Список доступных аудио, заполняется только для текущего видеоконтента в плеере","items":{"properties":{"id":{"description":"id аудио","type":"string"},"is_active":{"description":"Признак что сейчас выбрано это аудио, заполняется только в получении списка доступных аудио","type":"boolean"},"title":{"description":"Название аудио","type":"string"}},"type":"object"},"type":"array"},"content_qualities":{"description":"Список доступных качеств, заполняется только для текущего видеоконтента в плеере","items":{"properties":{"description":{"description":"Описание качества","type":"string"},"id":{"description":"id качества","type":"string"},"is_active":{"description":"Признак что сейчас выбрано это качество, заполняется только в получении списка доступных качеств","type":"boolean"}},"type":"object"},"type":"array"},"content_subtitles":{"description":"Список доступных субтитров, заполняется только для текущего видеоконтента в плеере","items":{"properties":{"id":{"description":"id субтитров","type":"string"},"is_active":{"description":"Признак что сейчас выбраны эти субтитры, заполняется только при получении списка доступных субтитров","type":"boolean"},"title":{"description":"Название субтитров","type":"string"}},"type":"object"},"type":"array"},"description":{"description":"Описание сериала или фильма","type":"string"},"directors":{"description":"Режиссеры","items":{"type":"string"},"type":"array"},"duration":{"description":"Длительность серии или фильма","type":"string"},"episode_number":{"description":"Номер серии, который играл, заполняется только для сериала","type":"integer"},"genres":{"description":"Жанры, к которым относится фильм или сериал","items":{"type":"string"},"type":"array"},"release_year":{"description":"Год выпуска фильма или сериала","type":"integer"},"season_number":{"description":"Номер сезона, который играл, заполняется только для сериала","type":"integer"},"title":{"description":"Название фильма или сериала","type":"string"},"title_episode":{"description":"Название серии сериала, заполняется только для сериала","type":"string"},"type":{"description":"Тип видео: фильм, сериал или трейлер","enum":["FILM","SERIES","TRAILER","WEB_VIDEO"],"type":"string"}},"type":"object"}},"type":"object"},"type":"array"}},"type":"object"}
[/AVAILABLE_TOOL]
[AVAILABLE_TOOL]
name: video_play_by_id
description: Включение видео контента по Id, в случае отсутствия лицензии открывается описание или QR-код для оплаты. Для сериала можно указать номер сезона, серии
parameters: {"properties":{"id":{"description":"Id видео контента","type":"string"},"launch_series_options":{"description":"Опции для сериала","properties":{"episode_number":{"description":"Серия, которую нужно включить","type":"integer"},"season_number":{"description":"Сезон, который нужно включить","type":"integer"}},"type":"object"}},"required":["id"],"type":"object"}
return_parameters: {"properties":{"episode":{"description":"Серия которую включили, заполняется только для сериала","type":"integer"},"name":{"description":"Название включённого видео контента","type":"string"},"reason_not_play":{"description":"Причина, по которой не удалось включить контент. NotLicense: Необходимо выбрать источник, где удобнее смотреть, NotPurchased: Контент платный, открывается QR-код на оплату, Continue: Контент уже играет, снимает воспроизведение с паузы если она есть, NotLicenseUser: Это платный контент, открывается описание","enum":["NotLicense","NotPurchased","Continue","NotLicenseUser"],"type":"string"},"season":{"description":"Сезон который включили, заполняется только для сериала","type":"integer"}},"type":"object"}
[/AVAILABLE_TOOL]
[DEVICE]
Текущая дата - 2024-12-09. Текущее время - 12:45:00. День недели - Понедельник
Устройство — Яндекс ТВ Станция с Алисой
На экране отображается: Главный экран
[/DEVICE]
[INST]включи мультфильм который мы вчера смотрели[/INST]
[REPLY]Ожидаем, что модель, глядя на запрос, сгенерирует следующее:
[TOOL_CALL]get_last_played_content
{"content_type":"video"}
[/REPLY]То есть сгенерирует токен обращения к функции ([TOOL_CALL]), запросит вызов функции get_last_played_content, передав тип контента «видео», так как речь о мультфильме. В этот момент генерация останавливается и обрабатывается. В результате парсинга становится понятно, какую функцию нужно позвать и какое значение аргумента передать. Все доступные функции Алисы зарегистрированы в специальной библиотеке, и система знает, как к ним нужно обратиться, что и происходит.
В результате вызова функции get_last_played_content возвращается новый объект — JSON‑результат её работы, который добавляется в конец промпта. В LLM отправляется новый запрос:
[AVAILABLE_TOOL]
name: get_last_played_content
description: Получение информации о последних прослушанных аудиотреках, проигранных видео и телеканалах
parameters: {"properties":{"content_type":{"description":"Тип контента, последнее воспроизведение которого хочется получить. Можно не указывать, если фильтрация не нужна.","enum":["audio","video"],"type":"string"}},"type":"object"}
return_parameters: {"properties":{"last_played_items":{"description":"Воспроизводимый ранее контент от недавнего к более старому","items":{"properties":{"audio_content_id":{"description":"Идентификатор аудио контента, который воспроизводился последним","properties":{"content_id":{"description":"ID музыки","type":"string"},"type":{"description":"Тип музыки","enum":["artist","album","playlist","track","recommendations","generative","fm_radio"],"type":"string"}},"type":"object"},"audio_content_meta":{"description":"Метаинформация об аудиоконтенте","properties":{"album_meta":{"description":"Метаинформация об альбоме","properties":{"artists":{"description":"Метаинформация об исполнителях, участвовавших в записи альбома","items":{"properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"type":"array"},"genre_catalog_id":{"description":"Жанр альбома, представленный в виде для внутреннего использования","type":"string"},"id":{"description":"ID альбома","type":"string"},"title":{"description":"Название альбома","type":"string"},"tracks_count":{"description":"Количество треков в альбоме","type":"integer"},"year":{"description":"Год выпуска альбома","type":"integer"}},"type":"object"},"artist_meta":{"description":"Метаинформация об исполнителе","properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"fm_radio_meta":{"description":"Метаинформация о FM-радиостанции","properties":{"id":{"description":"ID FM-радиостанции","type":"string"},"station_name":{"description":"Название FM-радиостанции","type":"string"}},"type":"object"},"generative_meta":{"description":"Метаинформация о Нейромузыке","properties":{"id":{"description":"ID Нейромузыки","type":"string"}},"type":"object"},"playlist_meta":{"description":"Метаинформация о плейлисте","properties":{"id":{"description":"ID плейлиста","type":"string"},"title":{"description":"Название плейлиста","type":"string"}},"type":"object"},"recommendations_meta":{"description":"Метаинформация о потоке рекомендаций","properties":{"id_composite":{"description":"ID составного потока рекомендаций - список ID базовых потоков рекомендаций, разделенных запятой","type":"string"},"seeds":{"description":"Метаинформация о базовых потоках рекомендаций. 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что сейчас выбрано это аудио, заполняется только в получении списка доступных аудио","type":"boolean"},"title":{"description":"Название аудио","type":"string"}},"type":"object"},"type":"array"},"content_qualities":{"description":"Список доступных качеств, заполняется только для текущего видеоконтента в плеере","items":{"properties":{"description":{"description":"Описание качества","type":"string"},"id":{"description":"id качества","type":"string"},"is_active":{"description":"Признак что сейчас выбрано это качество, заполняется только в получении списка доступных качеств","type":"boolean"}},"type":"object"},"type":"array"},"content_subtitles":{"description":"Список доступных субтитров, заполняется только для текущего видеоконтента в плеере","items":{"properties":{"id":{"description":"id субтитров","type":"string"},"is_active":{"description":"Признак что сейчас выбраны эти субтитры, заполняется только при получении списка доступных субтитров","type":"boolean"},"title":{"description":"Название субтитров","type":"string"}},"type":"object"},"type":"array"},"description":{"description":"Описание сериала или фильма","type":"string"},"directors":{"description":"Режиссеры","items":{"type":"string"},"type":"array"},"duration":{"description":"Длительность серии или фильма","type":"string"},"episode_number":{"description":"Номер серии, который играл, заполняется только для сериала","type":"integer"},"genres":{"description":"Жанры, к которым относится фильм или сериал","items":{"type":"string"},"type":"array"},"release_year":{"description":"Год выпуска фильма или сериала","type":"integer"},"season_number":{"description":"Номер сезона, который играл, заполняется только для сериала","type":"integer"},"title":{"description":"Название фильма или сериала","type":"string"},"title_episode":{"description":"Название серии сериала, заполняется только для сериала","type":"string"},"type":{"description":"Тип видео: фильм, сериал или трейлер","enum":["FILM","SERIES","TRAILER","WEB_VIDEO"],"type":"string"}},"type":"object"}},"type":"object"},"type":"array"}},"type":"object"}
[/AVAILABLE_TOOL]
[AVAILABLE_TOOL]
name: video_play_by_id
description: Включение видео контента по Id, в случае отсутствия лицензии открывается описание или QR-код для оплаты. Для сериала можно указать номер сезона, серии
parameters: {"properties":{"id":{"description":"Id видео контента","type":"string"},"launch_series_options":{"description":"Опции для сериала","properties":{"episode_number":{"description":"Серия, которую нужно включить","type":"integer"},"season_number":{"description":"Сезон, который нужно включить","type":"integer"}},"type":"object"}},"required":["id"],"type":"object"}
return_parameters: {"properties":{"episode":{"description":"Серия которую включили, заполняется только для сериала","type":"integer"},"name":{"description":"Название включённого видео контента","type":"string"},"reason_not_play":{"description":"Причина, по которой не удалось включить контент. NotLicense: Необходимо выбрать источник, где удобнее смотреть, NotPurchased: Контент платный, открывается QR-код на оплату, Continue: Контент уже играет, снимает воспроизведение с паузы если она есть, NotLicenseUser: Это платный контент, открывается описание","enum":["NotLicense","NotPurchased","Continue","NotLicenseUser"],"type":"string"},"season":{"description":"Сезон который включили, заполняется только для сериала","type":"integer"}},"type":"object"}
[/AVAILABLE_TOOL]
[DEVICE]
Текущая дата - 2024-12-09. Текущее время - 12:45:00. День недели - Понедельник
Устройство — Яндекс ТВ Станция с Алисой
На экране отображается: Главный экран
[/DEVICE]
[INST]включи мультфильм который мы вчера смотрели[/INST]
[REPLY][TOOL_CALL]get_last_played_content
{"content_type":"video"}
[/REPLY]
[TOOL_RESULT]get_last_played_content
{"last_played_items":[
{"audio_content_id":{"content_id":"12","type":"playlist"},"audio_content_meta":{"track_meta":{"album":{"artists":[{"id":"10","name":"Robert DeLong"}],"id":"9","title":"In the Cards","tracks_count":11,"year":2015},"artists":[{"id":"10","name":"Robert DeLong"}],"duration":"PT3M54.63S","id":"11","title":"Don't Wait Up"}},"duration_since_last_played":"PT38M43S","progress_left":"PT3M48.967S","progress_passed":"PT5.033S"},
{"video_content_id":"15","duration_since_last_played":"P1DT22H47M59S","video_content_meta":{"title":"Лунтик","genres":["мультфильм"],"duration":"PT5M41S","episode_number":8,"release_year":2006,"season_number":1,"title_episode":"Пиявка"},"progress_left":"PT3M58S","progress_passed":"PT1M43S"}
]}
[/TOOL_RESULT]
[REPLY]На втором шаге уже и предыдущая генерация и результат работы функции лежат в промпте. Ожидается, что модель сгенерирует следующий вызов video_play_by_id и передаст туда video_content_id мультфильма «Лунтик» из ответа тулы get_last_played_content.
[TOOL_CALL]video_play_by_id
{"id":"15"}
[/REPLY]Генерация снова останавливается, анализируется ответ, вызывается функция video_play_by_id с переданным аргументом. Результат снова дописывается в промпт, и происходит третий вызов языковой модели.
[AVAILABLE_TOOL]
name: get_last_played_content
description: Получение информации о последних прослушанных аудиотреках, проигранных видео и телеканалах
parameters: {"properties":{"content_type":{"description":"Тип контента, последнее воспроизведение которого хочется получить. Можно не указывать, если фильтрация не нужна.","enum":["audio","video"],"type":"string"}},"type":"object"}
return_parameters: {"properties":{"last_played_items":{"description":"Воспроизводимый ранее контент от недавнего к более старому","items":{"properties":{"audio_content_id":{"description":"Идентификатор аудио контента, который воспроизводился последним","properties":{"content_id":{"description":"ID музыки","type":"string"},"type":{"description":"Тип музыки","enum":["artist","album","playlist","track","recommendations","generative","fm_radio"],"type":"string"}},"type":"object"},"audio_content_meta":{"description":"Метаинформация об аудиоконтенте","properties":{"album_meta":{"description":"Метаинформация об альбоме","properties":{"artists":{"description":"Метаинформация об исполнителях, участвовавших в записи альбома","items":{"properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"type":"array"},"genre_catalog_id":{"description":"Жанр альбома, представленный в виде для внутреннего использования","type":"string"},"id":{"description":"ID альбома","type":"string"},"title":{"description":"Название альбома","type":"string"},"tracks_count":{"description":"Количество треков в альбоме","type":"integer"},"year":{"description":"Год выпуска альбома","type":"integer"}},"type":"object"},"artist_meta":{"description":"Метаинформация об исполнителе","properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"fm_radio_meta":{"description":"Метаинформация о FM-радиостанции","properties":{"id":{"description":"ID FM-радиостанции","type":"string"},"station_name":{"description":"Название FM-радиостанции","type":"string"}},"type":"object"},"generative_meta":{"description":"Метаинформация о Нейромузыке","properties":{"id":{"description":"ID Нейромузыки","type":"string"}},"type":"object"},"playlist_meta":{"description":"Метаинформация о плейлисте","properties":{"id":{"description":"ID плейлиста","type":"string"},"title":{"description":"Название плейлиста","type":"string"}},"type":"object"},"recommendations_meta":{"description":"Метаинформация о потоке рекомендаций","properties":{"id_composite":{"description":"ID составного потока рекомендаций - список ID базовых потоков рекомендаций, разделенных запятой","type":"string"},"seeds":{"description":"Метаинформация о базовых потоках рекомендаций. Порядок записей соответствует порядку ID в поле `id_composite`","items":{"properties":{"id":{"description":"ID базового потока рекомендаций. Может использоваться как отдельный идентификатор аудиоконтента с типом `recommendations`","type":"string"},"seed_name_human_readable":{"description":"Человекочитаемое название базового потока рекомендаций","type":"string"}},"type":"object"},"type":"array"}},"type":"object"},"track_meta":{"description":"Метаинформация о треке","properties":{"album":{"description":"Метаинформация об альбоме трека","properties":{"artists":{"description":"Метаинформация об исполнителях, участвовавших в записи альбома","items":{"properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"type":"array"},"genre_catalog_id":{"description":"Жанр альбома, представленный в виде для внутреннего использования","type":"string"},"id":{"description":"ID альбома","type":"string"},"title":{"description":"Название альбома","type":"string"},"tracks_count":{"description":"Количество треков в альбоме","type":"integer"},"year":{"description":"Год выпуска альбома","type":"integer"}},"type":"object"},"artists":{"description":"Метаинформация об исполнителях трека","items":{"properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"type":"array"},"duration":{"description":"Продолжительность трека","format":"duration","type":"string"},"id":{"description":"ID трека","type":"string"},"title":{"description":"Название трека","type":"string"}},"type":"object"}},"type":"object"},"duration_since_last_played":{"description":"Количество времени в формате ISO, прошедшего с момента последнего воспроизведения","format":"duration","type":"string"},"is_paused":{"description":"Признак того что контент на паузе","type":"boolean"},"progress_left":{"description":"Оставшееся время до конца контента","format":"duration","type":"string"},"progress_passed":{"description":"Позиция в контенте, на 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субтитров","type":"boolean"},"title":{"description":"Название субтитров","type":"string"}},"type":"object"},"type":"array"},"description":{"description":"Описание сериала или фильма","type":"string"},"directors":{"description":"Режиссеры","items":{"type":"string"},"type":"array"},"duration":{"description":"Длительность серии или фильма","type":"string"},"episode_number":{"description":"Номер серии, который играл, заполняется только для сериала","type":"integer"},"genres":{"description":"Жанры, к которым относится фильм или сериал","items":{"type":"string"},"type":"array"},"release_year":{"description":"Год выпуска фильма или сериала","type":"integer"},"season_number":{"description":"Номер сезона, который играл, заполняется только для сериала","type":"integer"},"title":{"description":"Название фильма или сериала","type":"string"},"title_episode":{"description":"Название серии сериала, заполняется только для сериала","type":"string"},"type":{"description":"Тип видео: фильм, сериал или трейлер","enum":["FILM","SERIES","TRAILER","WEB_VIDEO"],"type":"string"}},"type":"object"}},"type":"object"},"type":"array"}},"type":"object"}
[/AVAILABLE_TOOL]
[AVAILABLE_TOOL]
name: video_play_by_id
description: Включение видео контента по Id, в случае отсутствия лицензии открывается описание или QR-код для оплаты. Для сериала можно указать номер сезона, серии
parameters: {"properties":{"id":{"description":"Id видео контента","type":"string"},"launch_series_options":{"description":"Опции для сериала","properties":{"episode_number":{"description":"Серия, которую нужно включить","type":"integer"},"season_number":{"description":"Сезон, который нужно включить","type":"integer"}},"type":"object"}},"required":["id"],"type":"object"}
return_parameters: {"properties":{"episode":{"description":"Серия которую включили, заполняется только для сериала","type":"integer"},"name":{"description":"Название включённого видео контента","type":"string"},"reason_not_play":{"description":"Причина, по которой не удалось включить контент. NotLicense: Необходимо выбрать источник, где удобнее смотреть, NotPurchased: Контент платный, открывается QR-код на оплату, Continue: Контент уже играет, снимает воспроизведение с паузы если она есть, NotLicenseUser: Это платный контент, открывается описание","enum":["NotLicense","NotPurchased","Continue","NotLicenseUser"],"type":"string"},"season":{"description":"Сезон который включили, заполняется только для сериала","type":"integer"}},"type":"object"}
[/AVAILABLE_TOOL]
[DEVICE]
Текущая дата - 2024-12-09. Текущее время - 12:45:00. День недели - Понедельник
Устройство — Яндекс ТВ Станция с Алисой
На экране отображается: Главный экран
[/DEVICE]
[INST]включи мультфильм который мы вчера смотрели[/INST]
[REPLY][TOOL_CALL]get_last_played_content
{"content_type":"video"}
[/REPLY]
[TOOL_RESULT]get_last_played_content
{"last_played_items":[
{"audio_content_id":{"content_id":"12","type":"playlist"},"audio_content_meta":{"track_meta":{"album":{"artists":[{"id":"10","name":"Robert DeLong"}],"id":"9","title":"In the Cards","tracks_count":11,"year":2015},"artists":[{"id":"10","name":"Robert DeLong"}],"duration":"PT3M54.63S","id":"11","title":"Don't Wait Up"}},"duration_since_last_played":"PT38M43S","progress_left":"PT3M48.967S","progress_passed":"PT5.033S"},
{"video_content_id":"15","duration_since_last_played":"P1DT22H47M59S","video_content_meta":{"title":"Лунтик","genres":["мультфильм"],"duration":"PT5M41S","episode_number":8,"release_year":2006,"season_number":1,"title_episode":"Пиявка"},"progress_left":"PT3M58S","progress_passed":"PT1M43S"}
]}
[/TOOL_RESULT]
[REPLY][TOOL_CALL]video_play_by_id
{"id":"15"}
[/REPLY]
[TOOL_RESULT]video_play_by_id
{"name":"Лунтик","season":1,"episode":8}
[/TOOL_RESULT]
[REPLY]На этой стадии задача пользователя решена. Модель просто отвечает:
Включаю мультфильм «Лунтик»[/REPLY]Схематично это выглядит так:
Таким образом, за три шага мы смогли выполнить достаточно сложную для существующей Алисы задачу пользователя.
Благодаря использованию LLM Алиса может эффективно учитывать контекст беседы при принятии решения по обработке действий. Так можно включить какую‑то серию сериала, а потом попросить включить следующий сезон. Или засечь таймер, а потом поправить его — модель в истории будет видеть конкретный экземпляр таймера, который нужно исправить, ей не придётся запрашивать все таймеры ещё раз.
Всё это наделяет Алису новым свойством — устойчивостью к пользовательским ошибкам. Раньше было очень важно идеально распознать запрос пользователя и всё уточнить, если информации недостаточно, так как было довольно сложно реализовать обработку исправлений. Цена ошибки, когда Алиса не понимала пользователя, была слишком большой. Новый подход снимает эту преграду: Алиса сможет смелее предугадывать, что нужно сделать, а пользователи легко смогут поправить её, если что‑то пошло не так.
Рассмотрим пример, где модель видит не только историю диалога, но и контекст экрана на момент запроса пользователя. Представим, что пользователь просит: «Алиса, найди комедии». В результате открывается экран поисковой выдачи с перечнем фильмов. Дальше пользователь просит: «Оставь только те, которые с высоким рейтингом».
[AVAILABLE_TOOL]
name: content_search
description: Поиск аудио, радио, телепередач, каналов, видео контента, включая поиск по YouTube и другим стримминговым сервисам. Если пользователь явно указывает в запросе тип контента (видео/музыка/канал/фильм/сериал/песня/альбом/мультфильм/подкаст/аудиокнигу/радио и пр) или провайдера, на котором включить (кинопоиск, ivi, Youtube и пр), то оставляй его в тексте запроса. Открывает экран поисковой выдачи, если конкретное видео не будет включено или открыто в рамках другой функции
parameters: {"properties":{"query":{"description":"Поисковый запрос. Если пользователь указал, то нужно передать номера серий, сезонов, частей, глав и подобное","type":"string"}},"required":["query"],"type":"object"}
return_parameters: {"properties":{"audio_search_results":{"description":"Список музыкальных документов. Для включения можно использовать функцию `audio_play`","items":{"properties":{"audio_content_meta":{"description":"Метаинформация найденного аудиоконтента","properties":{"album_meta":{"description":"Метаинформация об альбоме","properties":{"artists":{"description":"Метаинформация об исполнителях, участвовавших в записи альбома","items":{"properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"type":"array"},"genre_catalog_id":{"description":"Жанр альбома, представленный в виде для внутреннего использования","type":"string"},"id":{"description":"ID альбома","type":"string"},"title":{"description":"Название альбома","type":"string"},"tracks_count":{"description":"Количество треков в альбоме","type":"integer"},"year":{"description":"Год выпуска альбома","type":"integer"}},"type":"object"},"artist_meta":{"description":"Метаинформация об исполнителе","properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"fm_radio_meta":{"description":"Метаинформация о FM-радиостанции","properties":{"id":{"description":"ID FM-радиостанции","type":"string"},"station_name":{"description":"Название FM-радиостанции","type":"string"}},"type":"object"},"generative_meta":{"description":"Метаинформация о Нейромузыке","properties":{"id":{"description":"ID Нейромузыки","type":"string"}},"type":"object"},"playlist_meta":{"description":"Метаинформация о плейлисте","properties":{"id":{"description":"ID плейлиста","type":"string"},"title":{"description":"Название плейлиста","type":"string"}},"type":"object"},"recommendations_meta":{"description":"Метаинформация о потоке рекомендаций","properties":{"id_composite":{"description":"ID составного потока рекомендаций - список ID базовых потоков рекомендаций, разделенных запятой","type":"string"},"seeds":{"description":"Метаинформация о базовых потоках рекомендаций. Порядок записей соответствует порядку ID в поле `id_composite`","items":{"properties":{"id":{"description":"ID базового потока рекомендаций. Может использоваться как отдельный идентификатор аудиоконтента с типом `recommendations`","type":"string"},"seed_name_human_readable":{"description":"Человекочитаемое название базового потока рекомендаций","type":"string"}},"type":"object"},"type":"array"}},"type":"object"},"track_meta":{"description":"Метаинформация о треке","properties":{"album":{"description":"Метаинформация об альбоме трека","properties":{"artists":{"description":"Метаинформация об исполнителях, участвовавших в записи альбома","items":{"properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"type":"array"},"genre_catalog_id":{"description":"Жанр альбома, представленный в виде для внутреннего использования","type":"string"},"id":{"description":"ID альбома","type":"string"},"title":{"description":"Название альбома","type":"string"},"tracks_count":{"description":"Количество треков в альбоме","type":"integer"},"year":{"description":"Год выпуска альбома","type":"integer"}},"type":"object"},"artists":{"description":"Метаинформация об исполнителях трека","items":{"properties":{"id":{"description":"ID исполнителя","type":"string"},"name":{"description":"Имя, псевдоним или название исполнителя","type":"string"}},"type":"object"},"type":"array"},"duration":{"description":"Продолжительность трека","format":"duration","type":"string"},"id":{"description":"ID трека","type":"string"},"title":{"description":"Название трека","type":"string"}},"type":"object"}},"type":"object"},"id":{"description":"ID найденного аудиоконтента","type":"string"},"type":{"description":"Тип найденного аудиоконтента","enum":["artist","album","playlist","track","recommendations","generative","fm_radio"],"type":"string"}},"type":"object"},"type":"array"},"films":{"description":"Список фильмов и сериалов из онлайн кинотеатров. Если список пустой, то фильма по запросу не существует. Если список из одного элемента, то найден конкретный фильм. Для включения можно использовать функцию `video_play_by_id`, для открытия карточки `open_film_by_id","items":{"properties":{"country":{"description":"Страны","items":{"type":"string"},"type":"array"},"film_name":{"description":"Название фильма или сериала","type":"string"},"genres":{"description":"Жанры, к которым относится контент","items":{"type":"string"},"type":"array"},"id":{"description":"Id видео контента","type":"string"},"launch_series_options":{"description":"Опции для сериала","properties":{"episode_number":{"description":"Серия, которую нужно включить","type":"integer"},"season_number":{"description":"Сезон, который нужно включить","type":"integer"}},"type":"object"},"rating":{"description":"Рейтинг контента на кинопоиске","type":"number"},"release_year":{"description":"Год производства","type":"integer"},"type":{"description":"Тип: фильм, сериал, видео, или трейлер","enum":["FILM","SERIES","TRAILER","WEB_VIDEO"],"type":"string"}},"type":"object"},"type":"array"},"programs":{"description":"Список телепередач. Для включения можно использовать функцию `turn_on_tv_channel`","items":{"properties":{"channel_title":{"description":"Название телеканала с заданной передачей","type":"string"},"content_id":{"description":"Идентификатор телеканала с заданной передачей","type":"string"},"is_currently_playing":{"description":"Признак того, идёт ли сейчас телепередача","type":"boolean"},"program_end_time":{"description":"Время окончания телепередачи в формате YYYY:MM:DDThh:mm:ss","format":"date-time","type":"string"},"program_start_time":{"description":"Время начала телепередачи в формате YYYY:MM:DDThh:mm:ss","format":"date-time","type":"string"},"program_title":{"description":"Название телепередачи","type":"string"}},"type":"object"},"type":"array"},"tv_channels":{"description":"Список телеканалов. Для включения можно использовать функцию `turn_on_tv_channel`","items":{"properties":{"categories":{"description":"Список категорий телеканала","items":{"type":"string"},"type":"array"},"content_id":{"description":"Идентификатор телеканала","type":"string"},"current_program":{"description":"Идущая сейчас передача на тв-канале","properties":{"description":{"description":"Описание передачи","type":"string"},"end":{"description":"Дата и время конца передачи в формате YYYY-MM-DDThh:mm","type":"string"},"start":{"description":"Дата и время начала передачи в формате YYYY-MM-DDThh:mm","type":"string"},"title":{"description":"Название передачи","type":"string"}},"type":"object"},"description":{"description":"Описание телеканала","type":"string"},"title":{"description":"Название телеканала","type":"string"}},"type":"object"},"type":"array"},"videos":{"description":"Список видео из интернета. Для включения можно использовать функцию `video_play_by_id`","items":{"properties":{"id":{"description":"Id видео контента","type":"string"},"provider":{"description":"Провайдер видео","type":"string"},"title":{"description":"Заголовок видео","type":"string"}},"type":"object"},"type":"array"}},"type":"object"}
[/AVAILABLE_TOOL]
[INST]найди комедии[/INST]
[REPLY]Вот что удалось найти.[/REPLY]
[DEVICE]
Текущая дата - 2024-12-09. Текущее время - 12:45:00. День недели - Понедельник
Устройство — Яндекс ТВ Станция с Алисой
На экране отображается: Результаты поиска по запросу "Комедии"
Найденный видеоконтент:
1. Бар `Гадкий койот` (фильм, Id: "1")
2. Евротур (фильм, Id: "2")
3. Терминал (фильм, Id: "3")
4. Мамма Mia! (фильм, Id: "4")
5. Война невест (фильм, Id: "5")
6. Похождения императора (фильм, Id: "6")
7. Знакомство с родителями (фильм, Id: "7")
8. Братья Гримм (фильм, Id: "8")
9. 500 дней лета (фильм, Id: "9")
10. Ты водишь! (фильм, Id: "10")
[/DEVICE]
[INST]оставь только те которые с высоким рейтингом[/INST]
[REPLY][TOOL_CALL]content_search
{"query":"комедии с высоким рейтингом"}
[/REPLY]
[TOOL_RESULT]content_search
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Жанр: Комедия Рейтинг (8.7) #кино #фильмы"},{"id":"12","provider":"ok","title":"Летняя Комедия С Дмитрием Нагиевым! Девушки бывают разные. Лучшие комедии, российские комедии"},{"id":"13","provider":"mailru_new","title":"Тузики Веселые Русские Комедии Семейные комедии Молодежные комедии קומדיה רוסית Новинки кино фильмы – смотреть видео онлайн в Моем Мире | Борис Karlchorst"},{"id":"14","provider":"rutube","title":"10 Лучших Американских Комедий за Последние 20 Лет !"},{"id":"15","provider":"vk","title":"Вид со скалы/View from the cliff 2024 / мелодрама, комедия, музыка"},{"id":"16","provider":"mailru_new","title":"Шикарная Комедия HD 2015 \"Запах вереска\" (Русские фильмы, комедии 2015)"},{"id":"17","provider":"mailru_new","title":"Комедия! \"Хочу замуж\" | Новые русские комедии в HD"},{"id":"18","provider":"rutube","title":"Доброе кино для всей семьи! \"Любовь С Доставкой НА ДОМ\" (добрая романтическая комедия)"},{"id":"19","provider":"vk","title":"Притчи 2 /комедия, семейный"},{"id":"20","provider":"rutube","title":"Русские комедии с высоким рейтингом I очень смешные комедии I веселые русские комедии"},{"id":"21","provider":"rutube","title":"ТОП-10 Лучших Комедий (2023)"},{"id":"22","provider":"ok","title":"Видео Ржачная Комедия 2020 [[Упакованные ]] Русские Комедии 2020 КИНО Новинки HD ¦ НАШИ Новые Фильмы | OK.RU"},{"id":"23","provider":"rutube","title":"Бесподобная Комедия! ВАМ Понравится! - Здравствуйте, мы ваша крыша! Русские комедии"},{"id":"24","provider":"mailru_new","title":"Смешная Комедия ДАМ, НО НЕ ВАМ 2016, новые комедии и русские фильмы – смотреть видео онлайн в Моем Мире | Евгений ХрамоV"},{"id":"25","provider":"rutube","title":"Комедии с высоким рейтингом I самые смешные комедии l кинокомедии l топ смешных комедий"},{"id":"26","provider":"rutube","title":"Лучшие комедии (2022-2023) | топ новых и старых комедий | смешные фильмы | новинки"},{"id":"27","provider":"rutube","title":"Комедии с высоким рейтингом I самые смешные комедии l кинокомедии l топ смешных комедий"},{"id":"28","provider":"mailru_new","title":"Шикарная русская комедия!!! С 8 марта мужчины! 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[/TOOL_RESULT]
[REPLY]При обработке этого запроса модель видит ту же выдачу, что и пользователь. Она понимает, что пользователь находится в контексте Поиска и перефразирует запрос пользователя в вызов функции content_search с учётом текущего текста поискового запроса — «Комедии». Это позволяет получить выдачу с фильтрацией или включить любой из фильмов по имени или номеру, поставить лайк или отметку «Просмотрено».
Для LLM нет ограничений, что можно делать только одно действие за раз. Она может вызвать несколько тулов одновременно, поставить лайк нескольким фильмам за раз и включить какой‑то другой. А ещё сразу выставить громкость.
От идеи до реальной работы
Выше изложена принципиальная схема работы LLM, но в таком виде внедрить её в Алису было невозможно:
Во‑первых, как мы узнали, какие тулы нужно показать в подводке модели? В примере выше их всего два и оба нужные.
Во‑вторых, три похода в LLM — слишком долгое мероприятие, а замедляться никак нельзя.
В‑третьих, нужно обеспечить обратную совместимость со старой архитектурой, чтобы не пытаться написать ассистента с нуля.
Попытка описать существующую Алису в ТВ Станциях в виде набора тулов сразу привела к необходимости реализовать несколько сотен функций. Чтобы научить модель пользоваться ими, нам пришлось создать специальную среду для тренировки: AI‑тренеры брали запросы, заданные поверх различных состояний устройств, времени и места, и решали их так же, как это сделает модель.
Делали настоящие вызовы тулов.
Анализировали и обрабатывали результаты их работы.
Делали дальнейшие вызовы.
Писали финальные ответы, как их должна давать Алиса.
Писали обработку ошибок.
На рисунке выше пример интерфейса, в котором работает AI‑тренер. Здесь для обработки запроса он позвал три функции на первом этапе, чтобы создать запись в списке дел и напоминание, а также он узнаёт настроенные будильники, чтобы на втором этапе удалить нужный. В каждом вызове он в специальной форме заполняет аргументы обращения к функции и выполняет вызов, в котором работает весь стек Алисы. То есть ровно те же действия, которые происходят в рантайме при вызове этой же функции в самой модели.
С появлением данных для обучения и первых моделей сразу стало понятно, что нынешнее количество тулов нельзя уместить в размер контекста модели. Они просто не влезают по числу токенов, а множество нерелевантных запросу функций сказывается на скорости работы модели. При этом в подводке может быть небольшое число функций: пусть не все из них потребуются для решения задачи, но это практически не сказывается на качестве.
Чтобы побороть эту проблему, необходимо было обучить RAG над библиотекой тулов. Он должен по контексту диалога и экрана подбирать перечень релевантных тулов, которые будут показаны модели. Тут нам повезло: благодаря нашему пайплайну обучения у нас уже была такая разметка, мы знаем какие тулы нужны для обработки запроса и какие тулы бывают на смежных запросах, нам чем и обучили модель RAG.
Думай быстро, решай быстро
Одна из эффективных техник по ускорению инференса моделей на типовых задачах — переиспользование KV Cache между запросами. Её часто используют, когда нужно выполнить генерацию для множества инстрактов, обладающих общим префиксом. Тогда можно один раз посчитать матрицы для всех токенов общего префикса, держать их в памяти GPU и в каждый следующий раз рассчитывать веса только для меняющихся частей инстракта. Мы решили воспользоваться этим подходом.
Мы структурировали промпт таким образом, чтобы по мере продвижения в его решении он только дописывался. Сначала идёт набор релевантных тулов, который константен внутри одного текста запроса и часто может переиспользоваться между запросами разных пользователей. Дальше идут данные, которые характерны для конкретного запроса (дата, время, состояние устройства) — они тоже остаются постоянными внутри одного запроса.
Сетевая архитектура Алисы позволяет гибко управлять маршрутизацией сетевого трафика, за счёт чего мы смогли добиться того, что все запросы к LLM внутри одного запроса попадали на один физический хост с GPU. За счёт этого KV Cache начинает эффективно работать внутри запроса, этап расчёта весов для префикса делается один раз в самом начале, и дальше обработка состоит из небольших генераций вызовов функций.
Бдительный читатель мог заметить, что в промпте все идентификаторы необычные: 1, 2 и т. д. Дело в том, что самое долгое для модели — генерация токенов. Оказалось, что существенную их часть составляли идентификаторы. UUID и другие случайные величины плохо токенизируются и модели приходится использовать много шагов генерации, чтобы их воссоздать. На это неэффективно расходуются вычислительные ресурсы и тратится время. Мы решили прятать от модели исходные идентификаторы и заменяем реальные идентификаторы простейшими в рантайме, а при обучении — на разные случайные величины, чтобы модель не обращала на них внимания. Это позволяет ускорить генерацию одного ID в десятки раз.
В итоге самая большая генерация — это формирование финального ответа пользователю. Важное свойство финального ответа в том, что мы знаем, что он финальный и дальнейшей обработки запроса не будет. Вместо того, чтобы дожидаться его генерации для возврата пользователю, можно стримить его, то есть отдавать пользователю и озвучивать синтезом речи прямо по мере генерации. Тогда пользователь получает ответ в момент начала генерации, а не тогда, когда она закончится. Этот приём эффективно используется в Алисе уже год, с появления в ней YandexGPT.
Что делать с накопленным багажом
Появление новой архитектуры — это большое событие для Алисы. Но что делать с 7 годами опыта, сценариев и умений, которые уже давно есть в ней и хорошо себя показывают? Максимально переиспользовать их! Мы смогли изменить наши фреймворки написания сценариев так, чтобы для обработки запросов в тулы и обычные сценарии было максимум общего кода.
Смарт‑функции, безусловно, открывают новые возможности, позволяют Алисе обрабатывать новые запросы. Однако реальный поток всё ещё состоит из довольно простых запросов: «Выключи таймер», «Домой» и подобных. Для всех этих запросов у нас уже есть хорошие ответы, поэтому мы обучили классификатор, который позволяет вообще не вызывать дорогой LLM‑стек и продолжать работать старым. Но что если есть запрос, для которого мы ещё не реализовали функцию, а старый стек мог бы с ним справиться?
Для обработки этого случая мы придумали специальную функцию.
[AVAILABLE_TOOL]
name: assistant_help
description: Используется в случае, если невозможно решить запрос с использованием остальных доступных функций.
parameters: {"properties":{"query":{"description":"Запрос пользователя, перефразированный так, чтобы для его понимания не требовалась предыдущая история общения с пользователем.","minLength":1,"type":"string"}},"required":["query"],"type":"object"}
return_parameters: {"properties":{},"type":"object"}
[/AVAILABLE_TOOL]Эта функция всегда присутствует в подводке, и модель может ей воспользоваться, если не решит задачу сама, переписав исходный пользовательский запрос в виде упрощённого запроса «другому ассистенту». Для этой функции реализован специальный флоу, когда происходит возврат в старый стек и обработка запроса, как раньше. Это иллюстрирует интересное свойство системы — она сама понимает, когда не может решить задачу, и возвращает управление в тех же терминах, что и работа с другими функциями. Правда, в дальнейшем борьба за скорость заставила нас упростить и это место, заменив вызов функции на один специальный токен.
Появление смарт‑функций и большой языковой модели знаменует собой переход к третьей версии архитектуры Алисы, когда она становится полноценным LLM‑агентом. Новый подход открывает возможность вывести универсальность и возможности Алисы на следующий уровень, научить её выполнять более сложные запросы. А ещё стать естественнее и человечнее не только в диалоге, но и в решении повседневных пользовательских задач.
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01.09.25 16:41
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02.09.25 23:12
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06.09.25 18:52
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08.09.25 14:26
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08.09.25 18:04
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09.09.25 02:34
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09.09.25 02:34
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09.09.25 11:48
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09.09.25 15:05
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.09.25 15:05
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.09.25 15:05
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.09.25 20:23
Bramfloris
Recovering Stolen USDT If your USDT or other crypto assets were stolen, contact Sylvester Bryant at Yt7cracker@gmail. com. He can help you get your money back. I lost €220,000 in a scam. Mr. Bryant was the only expert who successfully recovered my funds. Reach him on WhatsApp at +1 512 577 7957 for fast, expert help. He is very honest. He can recover your stolen assets.
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09.09.25 20:37
DAVEortega1010
Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.
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10.09.25 00:45
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
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10.09.25 00:45
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
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11.09.25 03:31
DAVEortega1010
Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.
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11.09.25 13:44
grace
i fell for an investment scam also and lost $250k worth of bitcoin luckily i found anthonydavies01 on telegram with his assistance i got back over 85% of my money. him and his team are top notch
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11.09.25 15:03
stevensjonas
Recovery of Stolen Ethereum Wallet. Hire: Supreme Peregrine Recovery. I would like to express my sincere gratitude to Supreme Peregrine Recovery for their outstanding help in recovering my stolen Ethereum wallet, which held $594,684 worth of assets. I thought my money was lost forever after falling for a scam that imitated a reliable cryptocurrency platform, but I was referred to them because their staff was professional, knowledgeable, and genuinely concerned from the start. Their commitment, openness, and expertise are unparalleled. I am immensely appreciative of their assistance and heartily recommend Supreme Peregrine Recovery to anyone dealing with cryptocurrency theft. They transformed a nightmare into a tale of hope and recovery. They carefully examined my case, gave me clear updates at every stage, and used cutting-edge Blockchain tracing tools to recover the entire amount. +1,3,1,8,5,5,3,0,6,7,9 Mail: supremeperegrinerecovery(@)proton(.)me supremeperegrinerecovery567(@)zohomail(.)com info(@)supremeperegrinerecovery(.)com
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11.09.25 18:51
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.09.25 18:51
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.09.25 18:51
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.09.25 13:11
grace
I lost my money to them few months ago. I lost over $244,000, they denied my withdrawal request and and also left it pending. I reached out to them and they never responded back tooth my emails and calls. They eventually locked me out of my account. I had to reach out to a recovery expert ( anthonydaviestech@gmail com) to help me recover all my money back. I have gotten my money back**you can also text him via whatsapp: +19514908435
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12.09.25 15:06
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.09.25 15:06
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.09.25 20:45
Clinton
I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to Recoveryfundprovider(@)gmail(.)com).) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
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14.09.25 00:54
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
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14.09.25 00:54
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
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14.09.25 02:37
luciajessy3
Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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14.09.25 02:37
luciajessy3
Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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14.09.25 12:44
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
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14.09.25 12:44
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
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14.09.25 15:13
estherfords
My solana recovery experience with Mighty Hacker Recovery Expert.
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14.09.25 15:13
estherfords
My solana recovery experience with Mighty Hacker Recovery Expert. Contact them on +14042456415 WhatsApp
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14.09.25 17:48
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
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14.09.25 17:48
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
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14.09.25 20:49
Clinton
I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
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14.09.25 22:16
Berrysmith
I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.
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15.09.25 10:25
aliceforemanlaw
I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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15.09.25 12:49
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
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15.09.25 12:49
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
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15.09.25 12:49
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
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16.09.25 12:25
aliceforemanlaw
Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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16.09.25 12:26
aliceforemanlaw
Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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16.09.25 13:25
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.09.25 13:25
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.09.25 02:56
peju1213
It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.
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17.09.25 11:16
[email protected]
Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
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17.09.25 11:16
[email protected]
Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
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17.09.25 23:50
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.09.25 23:50
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.09.25 23:50
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.09.25 11:55
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 11:55
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 12:22
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.09.25 12:22
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.09.25 13:04
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 16:46
carolinehudso83
I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
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19.09.25 00:54
frank2025
Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets
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19.09.25 10:02
faithlawrence
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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19.09.25 10:02
faithlawrence
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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19.09.25 15:27
tonykith01477
There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
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19.09.25 17:12
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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19.09.25 17:12
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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20.09.25 15:05
faithlawrence
I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.
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20.09.25 15:53
blessing1198
It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].
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21.09.25 12:05
star1121
Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.
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23.09.25 03:23
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
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23.09.25 03:23
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
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23.09.25 03:23
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
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23.09.25 03:54
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
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23.09.25 14:45
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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23.09.25 19:27
beverlyalex010
In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
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23.09.25 22:38
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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24.09.25 12:22
beverlyalex010
In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
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24.09.25 15:50
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 15:50
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 15:50
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 19:08
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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24.09.25 19:50
Raymondkrisitina
Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
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24.09.25 19:55
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 19:56
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 19:56
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 19:56
Athea5130
ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
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24.09.25 20:52
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.09.25 20:52
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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