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Смарт-функции в Алисе: как LLM помогает понять, чего хочет пользователь

0ed801170ab53aed34524d9153c11539.png

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:

d0a157ddc42b4a403e8aa990b375548e.png
  1. Сначала происходит анализ возможных смыслов запросов по его тексту и контексту диалога.

  2. 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

  3. 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.

  4. 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.

facc0e34c42f46f95e2d261851e7681f.png

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 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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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[/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:

daad0191cb1a9495a4f32f9a013fd0a9.png

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».

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[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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[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.

  1. Делали настоящие вызовы тулов.

  2. Анализировали и обрабатывали результаты их работы.

  3. Делали дальнейшие вызовы.

  4. Писали финальные ответы, как их должна давать Алиса.

  5. Писали обработку ошибок.

887ad384099e6440c733419cf67509df.png

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.

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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.

Источник

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    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:54 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 03:55 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com

  • 10.08.25 04:55 lisared

    I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.

  • 10.08.25 12:57 Marthaamahle

    My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest

  • 10.08.25 14:33 tomcooper0147

    Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.

  • 10.08.25 17:06 kevin

    I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.

  • 10.08.25 18:13 michaeldavenport218

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

  • 10.08.25 18:13 michaeldavenport218

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

  • 10.08.25 20:35 Bartlevi

    Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.

  • 10.08.25 23:28 robertalfred175

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

  • 10.08.25 23:29 robertalfred175

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

  • 11.08.25 10:33 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:33 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:34 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 10:34 Morris Jason

    HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?

  • 11.08.25 11:35 Dennisblaq

    Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 13:05 alaincharlotte5

    RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.

  • 11.08.25 17:49 robertalfred175

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

  • 11.08.25 17:49 robertalfred175

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

  • 11.08.25 17:49 robertalfred175

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

  • 11.08.25 19:46 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 11.08.25 20:06 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 12.08.25 02:43 michaeldavenport218

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

  • 12.08.25 02:43 michaeldavenport218

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

  • 12.08.25 02:43 michaeldavenport218

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

  • 12.08.25 16:48 ahmed11

    It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.

  • 12.08.25 17:13 robertalfred175

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

  • 12.08.25 17:13 robertalfred175

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

  • 12.08.25 18:44 edinavida027

    CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY

  • 12.08.25 18:44 edinavida027

    A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5

  • 12.08.25 19:15 vallatjosette

    Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com

  • 12.08.25 23:07 babatunde162

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  • 13.08.25 06:11 tyler231

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  • 13.08.25 07:01 Morris Jason

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  • 13.08.25 08:26 Morris Jason

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  • 13.08.25 08:27 Morris Jason

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  • 13.08.25 08:27 Morris Jason

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  • 13.08.25 10:37 babatunde162

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  • 13.08.25 13:15 Bartlevi

    Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.

  • 13.08.25 14:23 Morris Jason

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  • 13.08.25 14:23 Morris Jason

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  • 13.08.25 19:46 marcushenderson624

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

  • 13.08.25 19:46 marcushenderson624

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

  • 13.08.25 19:46 marcushenderson624

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

  • 13.08.25 19:50 babatunde162

    When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.

  • 14.08.25 00:20 robertalfred175

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

  • 14.08.25 00:20 robertalfred175

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

  • 14.08.25 17:47 Joanne Ruth

    The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets.  A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery.  For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])

  • 14.08.25 18:27 lisared

    Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you

  • 14.08.25 19:23 Joanne Ruth

    The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets.  A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery.  For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])

  • 14.08.25 21:49 Rickbayford

    If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])

  • 15.08.25 03:10 KEVIN3

    HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com

  • 15.08.25 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.08.25 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.08.25 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.08.25 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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.08.25 09:13 eva117

    Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin

  • 15.08.25 13:27 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.08.25 13:27 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.08.25 20:26 caitlinfedex

    After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 15.08.25 20:27 caitlinfedex

    After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 15.08.25 21:04 vallatjosette

    My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 16.08.25 06:53 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.08.25 06:53 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.08.25 06:53 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.08.25 07:01 lisared

    Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.

  • 16.08.25 17:05 mark

    I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.

  • 17.08.25 03:33 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.08.25 03:33 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.08.25 05:22 aveasley4

    I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.

  • 17.08.25 17:49 marcushenderson624

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

  • 17.08.25 17:49 marcushenderson624

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

  • 17.08.25 17:49 marcushenderson624

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

  • 18.08.25 21:10 Connorhelms

    I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org

  • 18.08.25 22:17 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.08.25 22:17 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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