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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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28.06.26 00:37
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07.07.26 18:01
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09.07.26 19:06
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12.07.26 03:30
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12.07.26 03:33
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13.07.26 23:49
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15.07.26 11:53
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15.07.26 11:58
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16.07.26 21:38
patricialovick86
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16.07.26 21:38
patricialovick86
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17.07.26 19:24
laimqq90
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17.07.26 20:12
martinsjude080
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18.07.26 17:12
Malthe Larsen
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18.07.26 17:42
پریا رضایی
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18.07.26 17:46
Adem Akışık
I truly didn’t expect such an outstanding outcome. Recovering my $49,360 felt impossible at first, but ResQprofirm’s dedication and persistence made it happen. I hold their team in the highest regard. [email protected], WhatsApp +19852969146
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18.07.26 23:51
bernalzenaida
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19.07.26 04:10
Fraddy Pual
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19.07.26 19:53
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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19.07.26 19:53
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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19.07.26 19:54
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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30.07.26 00:04
Ahmed
A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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30.07.26 17:27
wendytaylor015
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30.07.26 17:27
wendytaylor015
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31.07.26 16:21
rssllhrnsb
I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
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01.08.26 15:05
keithwilson9899
ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.08.26 15:05
keithwilson9899
ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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03.08.26 20:05
Philip
I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
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03.08.26 20:06
Philip
I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
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04.08.26 11:05
Kisnoles
Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
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04.08.26 12:37
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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04.08.26 12:37
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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06.08.26 08:11
ROMMYHENDERSON344
All you need is to hire an expert to help you accomplish that. If there's any need to spy on your partner's phone. From my experience I lacked evidence to confront my husband on my suspicion on his infidelity, until I came across REALCYBERHACKERS which many commend him of assisting them in their spying mission. So I contacted him and he provided me with access into his phone to view all text messages, call logs, WhatsApp messages and even her location. This evidence helped me move him off my life . I recommend you consult REALCYBERHACKERS AT gmail com or whatsapp +14106350697 if you need access to your partner's phone or any kind of hacking, they carry out all kinds of hacking job
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06.08.26 13:56
lydiassmith567
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06.08.26 13:56
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.08.26 03:43
raymont0714
I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained
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12.08.26 16:37
rssllhrnsb
I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
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16.08.26 01:44
Matt Kegan
CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
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18.08.26 04:59
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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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18.08.26 04:59
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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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19.08.26 14:50
BAYER7043
My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
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20.08.26 11:32
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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20.08.26 11:32
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.08.26 20:02
leslieyee
Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
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25.08.26 13:44
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.08.26 13:44
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.08.26 15:37
[email protected]
Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
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30.08.26 15:37
[email protected]
Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
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01.09.26 11:16
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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01.09.26 11:16
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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01.09.26 17:34
Garry42
Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
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01.09.26 17:34
Garry42
Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
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02.09.26 03:43
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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02.09.26 03:43
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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04.09.26 21:51
Kovengray
Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
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05.09.26 21:38
[email protected]
I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
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09.09.26 21:31
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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09.09.26 21:31
lisawerth897
My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
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09.09.26 23:22
Fraddy Pual
Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
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11.09.26 03:23
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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11.09.26 03:23
kimberlyhebertt6877
I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
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15.09.26 03:35
elioduncan
I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
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15.09.26 15:45
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.09.26 15:45
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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05.10.26 21:26
[email protected]
I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
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06.10.26 06:13
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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06.10.26 06:13
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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06.10.26 17:44
Darrell1717
I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
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11.10.26 03:04
Patricia014
Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
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12.10.26 19:34
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.10.26 19:34
lydiassmith567
HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.10.26 14:14
lisalisa22
Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
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13.10.26 14:14
lisalisa22
Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
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17.10.26 12:58
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.26 12:58
melissathomason573
Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.26 03:16
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24.10.26 03:16
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24.10.26 03:16
lxbfYeaa
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