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Что вам нужно знать, если вы решили внедрить LLM

Вокруг LLM очень много мистификации. Мол, только особенные люди после специального образования, где их учили мудрые наставники, могут освоить таинство работы с LLM. Я уверен, что это не так. У меня была мечта написать небольшой гайд, с помощью которого любой сильный духом сможет разобраться, как эти LLM нужно использовать в своем продукте. Эта статья - воплощения моей мечты.

В одном исследовании утверждается, что 80% всех ИИ проектов проваливаются. Сам не считал, но думаю, что порядок примерно такой. Давайте вместе попробуем это исправить.

В этой статье мы не будем разбирать:

  • Как с нуля обучить LLM

  • Самые свежие научные статьи про LLM

  • Как Сэм Альтман поднимает очередной раунд инвестиций в погоне за AGI.

Что мы будем разбирать: как с помощью LLM нанести непоправимую пользу вашему продукту.

Я не надеюсь, что после прочтения этой статьи вы сразу начнете внедрять LLM налево и направо. Хочу дать вам ту базу, после которой вы сами прекрасно разберетесь, что вам важно, а что не очень. И дальше сделаете самый лучший продукт.

Кто я такой? Я — Сева, сейчас руковожу внедрением разных LLM в Поиске Яндекса, а вообще 8 лет занимаюсь внедрением моделей в разные продукты. Хочу поделиться этим опытом с вами.

Статья довольно объемная и состоит из 3 больших частей.

  1. Куда и зачем внедрять LLM?

  2. Стратегия

  3. Тактика

В конце будет список литературы для домашней работы. Поехали!

Куда и зачем внедрять LLM?

Вообще, ИИ успешно существовал и до LLM. Со сферами, где классический ИИ приносит много пользы вы уже, наверное, знакомы. Это, например:

  • Поиск

  • Рекомендации товаров в маркетплейсах

  • Рекомендации друзей в социальных сетях

  • Таргетированная реклама

Здесь в основном работают классические модели ИИ, такие как градиентный бустинг, коллаборативная фильтрация, факторизационные машины. Конечно, нейронные сети тут тоже применяются, но это не те самые LLM, которые будоражат сознания инвесторов.

Что у нас с деньгами? Я очень люблю вечерами смотреть отчеты McKinsey, потому что они всегда безумно красивые. В отчете 2023 года приведена диаграмма, сколько денег в мировую экономику может привнести генеративный ИИ дополнительно к классическому. Классический пока сильно больше.

Оценка McKinsey о влиянии ИИ на экономику (трл. долларов). Основой столбик тут классические алгоритмы, а всякие LLM-приколы только шапочка над ними.
Оценка McKinsey о влиянии ИИ на экономику (трл. долларов). Основой столбик тут классические алгоритмы, а всякие LLM-приколы только шапочка над ними.

Но голубой столбик год к году будет прибавлять в весе, это я вам обещаю.

А чем LLM отличается от обычных ИИ моделей? Напишем основные отличия:

  1. Взаимодействие с моделью через текст

    LLM обучается через задачу предсказания следующего слова (более подробно посмотрите лекцию тут). Благодаря этому с LLM можно поговорить: можно ввести текст на вход (далее мы будем называть этот текст “промптом” от англ. “подсказка”), LLM предскажет продолжение, то есть ответит вам тоже текстом.

    Из-за, того, что модель выдает ответ текстом, она может решать все задачи, которые можно свести к тексту. Например, можете подружить LLM со средой программирования - разрешить LLM делать компиляцию, запускать программы, давать ей на вход все ошибки. Тогда, у вас может получиться свой ИИ-разработчик. Кстати, таких стартапов сейчас огромное число, например, Devin.

  2. Обобщаемость

    До LLM под каждую новую задачу нужно было создавать отдельную модель. С LLM все сильно проще. Каждый человек может настроить LLM под себя: просто текстом объяснить, что он хочет. Это быстрее, дешевле и открывает ИИ для более широкого круга людей.

    Самое важное, что LLM прекрасно справляется с задачами, которые она даже никогда в глаза не видела. В статье, где сравнивали ChatGPT с другими моделями по 140 различным задачам, она часто идет вровень с моделями, которые всю жизнь учились только одной специализированной задаче.

    За счет чего LLM это удается? Здесь 2 фактора успеха. LLM обучается в парадигме Self Supervised Learning. В этой парадигме модель учится на широкую задачу, после чего ей проще дается сразу набор более узких (про это у меня есть один анекдот пост). Во-вторых, используют огромные вычислительные мощности, которые заставляют работать законы масштабирования. Про масштабирование LLM я подробно писал в прошлой статье. Почитайте, она правда классная.

    Как следствие обобщаемости возникает такой феномен, который часто называют “креативность”. LLM может не потеряться от новых условий, увидеть паттерны, которые она уже встречала и разложить неизведанное по полочкам.

  3. LLM дороже.

    LLM дороже любого ИИ, который был раньше. Все из-за буквы “L - Large” в аббревиатуре Large Language Models. Их дороже обучать, они больше едят GPU в работе.

Явное следствие пункта 2. и 3. - не имеет никакого смысла применять LLM в узкой задаче. Вам не нужно платить за обобщаемость, когда у вас очень мало исходов. Когда задача довольно узкая. Например, классифицировать новости про бренд на негативные/позитивные. С этим прекрасно справятся обычный Bert, вам не нужна там o1-модель.

И еще немного про стоимость LLM.

LLM дороже, но только если вы сами обучаете модель (или дообучаете, об этом дальше), сами покупаете GPU, сами пишите код, чтобы хостить LLM на этом GPU. LLM дешевле классического ИИ с точки зрения простоты интеграции.

В классическом ИИ вам нужно было собирать отдельную выборку, обучать отдельную модель, писать под нее отдельный код. LLM из-за особенностей 1. и 2. сильно гибче. Вы описали в промпте, что от нее хотите, и оно неплохо работает. Вы сэкономили на сборе данных, обучении модели, зарплате датасаентистов (на мне, то есть :( ). Если вы еще не хотите сами разворачивать модель на GPU, вообще можете купить только подписку на токены у провайдера LLM. Тогда ваши инвестиции просто копейки.

Это все приводит к тому, что в США идет всем ходом внедрение LLM в малый бизнес. Harvard Business Review пишет, что с выходом ChatGPT заказы на написание текста упали уже более чем на 30%. Более подробно я писал в этом посте.

Как в относительном выражении падают заказы на написание на фриланс биржах для. Взято из статьи Harvard Business Review.
Как в относительном выражении падают заказы на написание на фриланс биржах для. Взято из статьи Harvard Business Review.

Исходя из этих отличий, мы уже можем накидать примеры, в каких сферах нам стоит смотреть в сторону LLM. Нам нужны широкие (много разных вариантов ответа) задачи, которые сводятся к тексту. Это, например:

  • Любой R&D

    Неважно, это разработка нового приложения, разработка нового лекарства или супер-гаджета. В 2024 CEO Google заявил, что 25% нового кода в компании пишут с помощью ИИ. Вы представляете, сколько это денег? Ладно, если вы все еще не верите в креативность LLM, прочитайте интервью лауреата премии Филдса Теренса Тао. Он в нем наглядно рассказывает, почему AI станет помощником любого математика.

  • Работа с клиентом

    В моем широком смысле это волшебная тройка: маркетинг, продажи, поддержка. LLM рассылает email, потом общается с лидом и в итоге отвечает на его вопросы, когда он стал клиентом. Подробнее про это статья. Здесь можно и нужно делать по-настоящему персональный LLM-сервис, который подстраивается под каждого клиента.

  • Автоматизация внутренних бизнес процессов

    Это главная тема любителей раундов инвестиций. Здесь ценности от ИИ сразу две:

    • Экономим деньги и (возможно) увеличиваем качество решения задачи

    • Делаем более масштабируемый бизнес

    Вторая ценность менее очевидная, но рекомендую вам ее хорошо понять, если вы хотите разбогатеть. Чем больше людей у вас замешано в бизнес процессы, тем сложнее вам эти процессы масштабировать. Нужно создавать департаменты, протоколы, отчеты, комитеты. То есть ИИ радикально упрощает операционную модель фирмы. Это очень важно для быстрорастущих фирм и стартапов, которые должны моментально захватывать рынок. Про это написана прекрасная книга, очень рекомендую.

Если вам кажется, что этих трех пунктов мало, и все они высосаны из пальца, то нет. Первый пункт это IT, фарма, технологичное производство. Мировой рынок только поддержки клиентов, это 500 миллиардов долларов. Третий пункт это десятки процентов автоматизации бизнеса. Короче, уже сейчас это триллионы долларов и огромное влияние на экономику.

Куда нужно внедрять LLM по мнению коллег из McKinsey. Приятно, что мы независимо пришли к одинаковому мнению.
Куда нужно внедрять LLM по мнению коллег из McKinsey. Приятно, что мы независимо пришли к одинаковому мнению.

Очень важно при внедрении LLM учитывать масштаб нашей ИИ-фичи. Даже небольшая оптимизация функции, которой пользуется миллионы пользователей, может обернуться нам кучей денег. Часто для небольшой оптимизации хватает простых решений. Если интересно, подробнее про это я писал в тут.

Друзья, я очень надеюсь, что вы поняли, в каких областях вам стоит внедрять LLM. Что нам нужно дальше? Правильно, команда!

Стратегия

Команда внедрения LLM?

Самое важное, что вам нужно понять: с каждым днем ИИ делать все проще и проще.

Раньше модели могли делать только математики. Никакой кодовой базы не было, все обучение писали сами. С полного нуля. Как производную насчитал, так модель и обучил. Вход в индустрию был довольно высок. Сейчас все стало сильно веселее. Огромное число умников побежало делать ИИ. И корпорации, и опенсорс. У нас есть куча API к моделям , куча моделей в опенсорсе, огромное множество библиотек обучения, куда нужно только вставить ваш датасет. 10 лет назад у нас был только ранний tensorflow и scikit-learn.

В таком многообразии уже не так важно, как вы берете производные. Гораздо важнее 2 других навыка.

  1. Умение разбираться, что в ИИ реально работает. На волне хайпа на берег выходят огромное число статей, моделей, фреймворков. Нужно иметь мощную интуицию, чтобы понять, что внедрять. Короче говоря, нужно набить шишек. Тогда вы сможете очень быстро в этом многообразии ориентироваться.

  2. Умение писать хороший код. Любой ИИ это в первую очередь разработка. Это код для собирания и валидации данных, регулярного обучения модели, код сервиса, который использует модель и еще код и еще код…

На стыке ИИ-практики и разработки возникает профессия AI-engineer (ИИ-инженер, если по-нашему). Который и в моделях современных неплохо ориентируется и без особых багов их внедрит.

Стать таким человеком можно 2 разными путями.

  1. Осваивать ИИ (машинное обучение, нейронные сети и тд) и дальше идти писать код обучения моделей, которые потом будут внедрять другие люди. Параллельно учиться у этих людей разработке.

  2. Стать неплохим разработчиком, а затем осваивать этот самый ИИ, постепенно работая все с более сложными моделями.

Оба варианта рабочие. Проверено на практике.

ИИ-инженер - золотая середина между глубоким исследователем и профессиональным разработчиком. Незаменим для любого ИИ-проекта
ИИ-инженер - золотая середина между глубоким исследователем и профессиональным разработчиком. Незаменим для любого ИИ-проекта

И так, мы поняли, что нам нужны ИИ-инженеры в команду. Кто еще нам нужен, чтобы нанести непоправимую ИИ-пользу?

Частая проблема ИИ-проектов - оторванность команды от продукта.

Допустим, мы делаем LLM для автоматизации колл-центра. Хотим собрать данные, где на фразы пользователей есть правильный ответ, чтобы на этом обучить LLM. А какой, кстати, ответ правильный? Что надо ответить, когда клиент жалуется на плохую услугу? Можно тут дать скидку? А если клиент угрожает уйти к конкуренту? А если, а если, а если…

Вы никогда не сделаете оптимизацию колл центра без людей, которые реально там работают. Которые знают все правила общения с клиентами, видели тысячу пожаров и смогут вас от них уберечь.

Любой ИИ-проект всегда неразрывно связан с продуктом. Потому что наш проект должен выполнять не ручную работу, а интеллектуальную, а в ней всегда множество правил и граничных условий. За связь команды ИИ-разработки с продуктом должны отвечать бизнес-эксперты. Часто в ИТ их роль выполняют менеджеры продукта

Что они должны делать технически:

  1. Отвечать за постановку бизнес задачи: зачем мы это делаем?

  2. Делать продуктовое описание, какой выход ожидается от системы для разных входов и как это связано с первым пунктом

  3. Следить, что разметка данных не противоречит второму пункту

  4. Следить за качеством продукта

Когда новый проект только начинает создаваться, самое сложное понять, что мы вообще хотим получить на выходе, то есть второй пункт. В начале проекта я могу 80% времени тратить на общение с продуктовым менеджером, чтобы в деталях описать все возможные нюансы, подробнее про этот процесс я писал тут. Зато дальше все будет сильно проще. И проект наш не загнется.

И так, с командой мы поняли. Нужны ИИ-инженеры и обязательного люди от бизнеса.

Быстрые итерации

Еще одна проблема ИИ-проектов - их результат заранее очень сложно предсказать. Это их отличает от обычной разработки, где вы пишите ТЗ и хотя бы примерно представляете себе итоговый функционал.

Давайте представим классический ИИ-проект. Не знаю, хотим генерировать карточки товаров в нашем магазине. Собрались, репу почесали, выделили бюджет, бизнес метрику, оценили возможный профит. Дальше затраты.

Мы наняли пачку ИИ-инженеров. Прикинули, что нашей фичей будет пользоваться минимум 10к пользователей, купили железо. Данных у нас, конечно, нет, будем 3 месяца их размечать. Спустя полгода начали учить модель, улучшать архитектуру и тд. В процессе работы поняли, что наша первоначальная гипотеза ошибочна: продукт на бизнес метрику слабо влияет. В итоге через год у нас офигенный продукт, который правда никому нафиг не нужен, но все вынуждены притворяться, потому что жалко признаться себе.

Это плохой расклад, и частая причина провалов. Надо делать строго не так. Благодаря LLM нам доступны быстрые итерации. Я это называю prompt driven development:

  1. Придумали идею, которая должна приносить профит

  2. Проверили на промптах к самых дорогих/крутых моделях. Без ML-только промпты.

  3. Проверили оценку/cusdev решения. Если не качает - идем в пункт один

  4. Иначе начинаем пилить модельку, нанимать инженеров и т.д.

Еще раз. Никаких инвестиций в разработку, пока не доказали ценность.

Наглядная схема быстрых итераций в ИИ. Чем-то напоминает lean startup. Бережливый ИИ получается.
Наглядная схема быстрых итераций в ИИ. Чем-то напоминает lean startup. Бережливый ИИ получается.

Вам очень важно, чтобы в написании промптов были затянуты те самые бизнес-эксперты/продакт менеджеры. Не переживайте, что они не справятся. Подбирать промпт это примерно тоже самое, что объяснять, что нужно делать человеку, который вас не очень понимает. Этим менеджеры занимаются всю карьеру. Нужно прочитать ровно 1 туториал по промптингу. Например, этот (тут даже больше, чем нужно).

Сначала забудьте обо всем кроме ценности

Когда вы еще не доказали ценность, забудьте о технических ограничениях.

Вам должно быть наплевать, что LLM долго работает, что это дорого стоит. Вам нужно только определить продуктовое поведение и доказать, что от него есть ценность. Дальше задача чисто техническая - сделать дешевле и быстрее. Поверьте, это сильно проще. Есть целый набор инженерных трюков:

У каждого из этих трюков есть подробные статьи, многие уже реализованы в опенсорcе. Некоторых из таких трюков мы разберем в будущих статьях.

Из-за этих инженерных трюков и закона Мура стоимость будет постоянно снижаться. То, что полгода назад вам казалось непозволительной роскошью, спустя полгода может стать вполне приемлемым.

Стоимость миллиона токенов самой дешевой модели, которая выбивает на MMLU > 42. Взято из статьи Andreessen Horowitz. За год цена падает в 10 раз.
Стоимость миллиона токенов самой дешевой модели, которая выбивает на MMLU > 42. Взято из статьи Andreessen Horowitz. За год цена падает в 10 раз.

Главное правило: если вы понимаете, что хотите сделать, вам нужен всего один человек, который знает как. Если вы не понимаете, что вы хотите, вам не поможет никто.

Гибкость против кастомизации

Раньше в ИИ царила кастомизация. Модели плохо обобщались на новые области, всегда нужно было делать новую модель под новую задачу. И дальше бесконечно эту модель улучшать. Править архитектуру модели, методы обучения и так до бесконечности, ведь никто не сделает под вашу задачу модель лучше вас.

Сейчас с развитием LLM, которые хорошо обобщаются, гибкость намного намного важнее кастомизации. Огромные ресурсы вваливаются в индустрию, постоянно выходят новые базовые модели и фреймворки. Вам просто необходимо уметь проверять все самые новые решения и уметь быстро встраивать лучшие в свой продукт.

Число AI-репозиториев, у которых большее 500 звездочек. Взято из поста. Попробуйте успеть применить их все.
Число AI-репозиториев, у которых большее 500 звездочек. Взято из поста. Попробуйте успеть применить их все.

Нагляднее всего от этого страдают стартапы. Стартап выбрал какую-то нишу, которую пока не может решить базовая модель из коробки. Например, что GPT-9 плохо пишет на Python. Поднял раунд, начал пилить PythonGPT. Пока пилил, OpenAI зарелизил новую GPT-10, которая уже прекрасно пишет на Python. Все расстроились и закрыли стартап. Про возможное решение этой проблемы я писал тут.

Как раз для стартапов Сэм Альтман давал такой проверочный вопрос:

Проверьте себя. Когда выходит новая базовая модель, вы переживаете или сильно воодушевлены?

Этот вопрос касается не только стартапов, но и всех остальных. Всегда нужно смотреть в будущее. Будет ли иметь ценность ваш хитрый промпт-инжиниринг через полгода? Или базовая модель научится лучше вас понимать? Имеет ли смысл дообучать модель, чтобы она справилась с новой задачей? Или через года новая базовая модель будет решать эту задачу сразу из коробки?

Ценность не столько в качестве системы в моменте, сколько в возможности улучшаться в процессе. Чтобы вы могли легко встроить новые технологии и резко повысить качество. А потом через полгода встроить что-то поновее.

Не пытайтесь обогнать лучшие лаборатории мира. Стойте на их плечах.

Тактика

Существует целый класс задач, в которых очень просто сделать демо, но невероятно сложно сделать настоящий продукт. (Андрей Карпатый)

Мне кажется, почти все задачи в ИИ попадают в этот класс задач. Прототип автономных машин создавали еще в 90-х годах. Они ездили по настоящей дороге, могли иногда поворачивать. Наверное, иногда бибикали. Прошло 30 лет с тех пор, а автономные машины все еще массово не выехали на трассы.

Как оценивать качество

Мы поняли, что нам нужны быстрые итерации и большая гибкость. Чтобы мы могли понимать, туда ли мы быстро бежим, нам надо уметь оценивать качество. Нам нужна скрупулезная работа по замеру качества системы во всех граничных условиях. Как машина едет во время снегопада, дождя, что она делает в пробке и на пустой дороге.

Именно помешанность на контроле качества отличает ребят, у которых получится фантастический продукт от ребят, которые всю жизнь обречены пилить демки. Предлагаю вам стать первыми.

Всего есть 3 варианта измерения качества LLM: тесты, оффлайн метрики и AB эксперимент.

Тесты

Самый простой и быстрый вариант разобраться, что ваша модель выдает ожидаемое поведение. Нужно написать точное условие, которому должен соответствовать ответ модели.

Например, так можно проверять формат ответа модели. Если вы в промпте договорились с моделью, что она выдает json вот с такими полями, вы должны проконтролировать, что ваш контракт модель не нарушила.

Тестами можно проверять модель на очевидных заданиях. Например, вы можете легко проверить, что ваш ИИ-ассистент правильно отвечает про год основания вашей компании. Просто проверьте регуляркой наличие нужного год в ответе. Никакой магии.

Если у вас не хватает фантазии, тесты можно генерировать синтетически в огромных размерах. Главное проверьте каждый пример, что он действительно хорош.

В итоге у вас должны возникнуть сотни тестов, которые вы можете автоматически проверять при изменении модели/промпта и уже неплохо понимать, насколько модель соответствует вашим ожиданиям.

Но нам этого мало.

Метрики качества

Помимо тестов, которые проверяют самые базовые контракты с моделью, нужно иметь более чувствительный инструмент. Нужно ввести метрику, которая бы оценивала насколько конкретный ответ LLM нам нравится.

В LLM есть 2 вида задач. Задачи, в которых можно написать примерно правильный ответ и в которых нельзя.

К первому классу относятся, например, задача классификации текста. Здесь вы можете получить предсказание класса от LLM и сравнить его с правильным классом, затем рассчитать точность/полноту и тд. Легче легкого.

К этому же классу относятся задачи, в которых ответ неоднозначный, но не очень вариативный, например, машинный перевод. Для входной последовательности вы можете написать примерный перевод, а дальше проверять насколько LLM в него попала. Да, возможно, что некоторые слова переведутся по-другому, но большая часть останется неизменной. Здесь работают такие метрики как BLEU или ROUGE.

Ко второму классу относят креативные задачи, где решение может быть каким угодно. Например, генерация эссе, рекламных объявлений, суммаризация статей, большинство чат-ботов и так далее. Короче, обычно задача именно тут.

Для таких задач существует 2 варианта построить метрику:

  1. Разметка людьми.

    Самый понятный, проверенный вариант. Пишите инструкцию разметки: какой ответ хороший, а какой плохой. Набираете людей, объясняете им инструкцию, контролируете качество через тестовые задания. Как писать инструкции для людей неплохо написано тут. Основная проблема этого метода: очень долго и дорого. Людей нужно нанимать, учить, проверять, что они не жулят и платить им деньги. Для тех, кому это не нравится, есть второй вариант.

  2. Разметка моделью.

    Вы вместо людей используете модель. Чаще всего LLM, поэтому этот подход часто пафосно называется LLM-as-a-judge. Суть проста: мы подаем ответ тестируемой модели на вход в новую LLM и просим оценить ее, хороший ответ или плохой. Почему это работает? Как правило, понять хороший ответ или нет, сильно проще, чем написать этот ответ. Основная проблема этого метода: LLM, которая оценивает, тоже нужно как-то оценивать, что она все делает правильно. Внезапно! Это можно сделать только людьми. Опять нашими бизнес экспертами. Основные правила, как это делать, отлично написаны тут

Алгоритм создания LLM-as-a-judge (источник). Сначала вам нужно создать датасет с примерами ответов исходной LLM и их оценок. Такой датасет обычно собирается бизнес экспертами, которых мы обсуждали в разделе про команду. Затем на этих данных подбирается промпт LLM-оценщика, который максимально точно согласован с бизнес экспертами.
Алгоритм создания LLM-as-a-judge (источник). Сначала вам нужно создать датасет с примерами ответов исходной LLM и их оценок. Такой датасет обычно собирается бизнес экспертами, которых мы обсуждали в разделе про команду. Затем на этих данных подбирается промпт LLM-оценщика, который максимально точно согласован с бизнес экспертами.

Генерация кода, кстати, уникальная ситуация, потому что решение может быть каким угодно, но его можно легко проверить тестами. Кстати, поэтому она сейчас так быстро развивается.

AB эксперимент

Тут все того же самое, как при тестировании любого функционала: делаете наблюдение, где даете пользователям вашу новую модель, сравниваете метрики с контролем.

AB очень дорогой для тестирования LLM - модель нужно задеплоить, сделать ее быстрой и дешевой. На AB эксперимент должны идти только те модели, которые прошли тесты и показали существенный прирост по оффлайн метрикам. Игра должна стоить свеч.

Как улучшать качество

Мы научились мерить качество. Вот теперь мы готовы его улучшать.
Есть всего 3 рабочих инструмента.

  1. Подбор промпта - когда хотим базово объяснить модели, что от нее хотим

  2. RAG - когда хотим вложить в модель новые знания

  3. Дообучение - когда хотим более точной настройки поведения, которую сложно описать в промпте

Ну и их любая комбинация. Сейчас про каждый инструмент поподробнее.

Если одного подбора промптов вам мало. Используем RAG, когда хотим добавить внешние знания. Дообучаем модель, когда нужна более тонкая настройка, чем промпт. Можно делать и то и то.
Если одного подбора промптов вам мало. Используем RAG, когда хотим добавить внешние знания. Дообучаем модель, когда нужна более тонкая настройка, чем промпт. Можно делать и то и то.

Промптинг

С подбора промпта должен начинаться любой проект с LLM. Удивительно, но часто делать больше ничего не надо. Это быстро, удобно и супер эффективно.

Что такое промпт? Это интерфейс к языковой модели. Этот интерфейс принимает на вход человеческий язык. В промпте вы должны по полочкам изложить, что вы хотите, чтобы модель сделала.

Если модель вас не понимает, то вероятно, что это плохой интерфейс. Это проблема обучения самой LLM. Ее не вылечить волшебными словами, которые рассказал блогер в видео “секретные техники промпт инжиниринга”

На последней стадии LLM как раз обучаются следовать промптам от реальных людей. Если вдруг, она плохо следует вашему промпту, значит эту модель плохо этому научили.
На последней стадии LLM как раз обучаются следовать промптам от реальных людей. Если вдруг, она плохо следует вашему промпту, значит эту модель плохо этому научили.

Не все это осознали. На этой почве родился карго культ. Есть куча постов, видео, в которых рассказывают о секретных промптах, которые решат все ваши жизненные проблемы. Издана тонна книг, как правильно делать промпты на все случаи жизни.

Вам часто дают советы, либо которые работали случайно у одного человека, либо которые работали в каких-то отдельных версиях моделей OpenAI. Например, когда-то был популярен “лайфхак” писать в промпте, что дашь модели 100 баксов за правильный ответ. Если вы до конца не поняли, что это бесполезно в долгосроке, перечитайте раздел “Гибкость против кастомизации”.

Каждая следующая модель будет все лучше и лучше понимать человека. Все секретные знаний уйдут в помойку от следующего релиза.

Это не значит, что можно писать любую абракадабру. Есть общие правила написания промптов, которые можно изложить в небольшом параграфе текста, чем мы сейчас и займемся.

Важно. Подбирая промпт, смотрите на метрику качества, как написано в разделе “Как оценивать качество”. Без контроля качества подбирать промпт не имеет смысла.

  1. Пишите максимально детально. Не надейтесь, что модель догадается. Представьте, что вы ставите задачу исполнителю, который очень мало знает, но может очень скрупулезно следовать инструкции.

  2. Будьте конкретны в формулировках и оценках. Не пишите “сделай короткое сообщение”, пишите “сделай сообщение не длиннее 100 слов”.

  3. Дайте модели порассуждать. Рассуждение часто приводит к более хорошим результатам. Просите порассуждать в промпте (это называется Chain-of-Thought) или используйте рассуждающие модели, как o1.

  4. Показывайте модели примеры с правильными ответами (это называется Few-Shot промптинг). Можно снабдить примеры цепочкой ваших рассуждений, чтобы модель поняла, как именной ей стоит рассуждать.

  5. Заставьте модель отвечать структурированно. Явно пропишите поля, (например, в json-формате) которые модель должна вернуть. Это поможет модели лучше понять, что от нее хотят, и еще вам будем проще парсить ее ответ. Все в выигрыше. Кстати, современные API умеют контролировать формат ответа, заставляя модель выдавать нужный вам json. Очень удобно, рекомендую.

  6. Не плодите монстр-промпт. Здесь все тоже самое, что в программировании. Если у вас сложная задача, в которой нужно много чего сделать, то не нужно делать 1 промпт, который делает сразу все. Разбейте задачу на подзадачи, каждую подзадачу выполните отдельным промптом, а затем результат сагрегируйте финальным промптом. Разделяй и властвуй.

RAG

RAG (Retrieval Augmented Generation) - это подключение LLM к внешней базе знаний. Это основной способ внести в LLM знания, которая она не получила во время своего обучения, но которые очень нужны для решения вашей задачи.

Технически это выглядит издевательски просто: всю необходимую информацию для ответа на текущий вопрос вы вставляете в промпт. Задачи к LLM меняются, необходимая информация тоже должна меняться. То есть, информация, которую вы вставляете в промпт должна каким-то образом зависеть от запроса. Вашего чат-бота спросили про блюдо из вашего ресторана, стоит LLM засунуть в промпт меню, а если спросили, когда вы закрываетесь, стоит подложить расписание работы.

Тут то мы и понимали, что ваша задача распадается на две: поиск релевантной информации и генерация ответа по найденной информации.

Логичный вопрос: почему нельзя просто сразу всю информацию отправить в промпт LLM и обойтись без поиска. Ответа два:

  1. Это будет очень дорого. LLM очень вычислительно неэффективно обрабатывает длинные контексты (подробнее прочитайте тут)

  2. На длинных контекстах у моделей падает качество. LLM становится сложнее и сложнее разобраться, что важно, а что нет. Надо им помочь!

Обычно архитектура RAG выглядит так:

  1. Предобработка базы знаний. Разбиения всей информации на чанки текста, можно разбивать с перекрытием для надежности. Размер чанка определяется устойчивостью вашей LLM к длинному контексту.

  2. Предобработка запроса. Выделение самого главного, синонимы, переформуливки и тд. то можно делать тоже отдельной LLM.

  3. Поиск топ-к релевантных чанков текста. Здесь часто подразумевается использование какого-то “семантического поиска похожих векторов”, хотя это вообще не обязательно. Часто классический текстовый поиск, вроде моделей BM25, дают очень неплохой результат.

  4. Генерация с использованием топ-к текстов. Здесь все очевидно - просим LLM, опираясь на текст, ответить на вопрос.

Классическая архитектура RAG системы.
Классическая архитектура RAG системы.

С архитектурой вроде все понятно, перечислим проблемы, которые вас ждут. Их, обычно, две: плохой поиск, который не находит релевантные документы и галлюцинации LLM, которая отвечает не то, что написано в документах.

Плохой поиск

Как мы с вами уже поняли, сначала всегда нужно уметь оценивать качество. Для поиска это сильно проще, чем для генерации.

Возьмите ваши запросы и сами найдите релевантные к ним чанки. Если это очень долго/дорого, то нагенерируйте синтетические данные: с помощью LLM для некоторых чанков сгенерируйте запрос, на который с помощью этого чанка можно ответить. Дальше, имея правильный чанк по запросу, можете считать любимую поисковую метрику. Гайд, как их считать, можно найти в этой статье.

Теперь, имея на руках метрики, можно улучшать разные части, влияющие на поиск.

  1. Делать лучше предобработку данных. Удаляйте мусор, выделяйте главное, структурируйте данные.

  2. Обработка запросов. Делайте так, чтобы запрос был максимально понятным

  3. Ранжирования чанков. Используйте текстовый поиск, эмбеддинги, обучайте отдельные модели для ранжирования чанков.

Короче, про улучшения поиска можно бесконечно говорить, есть целые книги про это. Многие подходы изложены в этом видео.

Про поиск стоит отметить одну вещь. Чем круче LLM, тем длиннее контекст, который она может обрабатывать. Посмотрите на рисунок ниже: GPT-4o сильно медленнее деградирует при росте размера контекста, чем GPT-4o mini. Значит, следующие модели будут еще лучше работать с длинным контекстом. Это позволит засунуть в них еще больше информации, упростив поиск. И так будет продолжаться и дальше и дальше, пока мы целые книги в LLM не будем вгружать. Тогда можно вообще без поиска общаться с LLM про эту книгу. Gemini уже хвастается о 2-миллионном размере контекста. Дальше будет круче.

Как падает качество моделей в зависимости от размера контекста. Построено на данных из статьи. 1 токен это примерно ¾ английского слова. 32 тысячи токенов это 24 тысячи слов, то есть примерно 50 страниц небольшим шрифтом. Для русского языка токенизация может быть 2 раза хуже, влезет только 25 страниц. Обратите внимания, насколько GPT-4o более устойчива к увеличению контекста, чем ее младший брат GPT-4o mini.
Как падает качество моделей в зависимости от размера контекста. Построено на данных из статьи. 1 токен это примерно ¾ английского слова. 32 тысячи токенов это 24 тысячи слов, то есть примерно 50 страниц небольшим шрифтом. Для русского языка токенизация может быть 2 раза хуже, влезет только 25 страниц. Обратите внимания, насколько GPT-4o более устойчива к увеличению контекста, чем ее младший брат GPT-4o mini.

Галлюцинации

LLM может придумать ответ, который никак не подтверждается информацией, которой ее снабдили в промпте. Борьба с галлюцинациями - тема отдельной статьи, я дам парочку советов.

  1. Явно опишите в промпте, что надо отвечать только по информации, которая есть в промпте

  2. Покажите, что если информации нет в контексте, нужно отвечать “Не могу ответить на ваш вопрос”

  3. Используйте другую LLM, которая покритикует ответ первой LLM и поищет там галлюцинации. Посмотрите вот эту статью - поможет вдохновиться.

  4. Понизьте температуру генерации до 0, модель будет сложнее придумать.

Надеюсь, вы поняли, что такое этот RAG и какие у него есть проблемы. Идем дальше.

Дообучение

Здесь вы начинаете менять уже параметры модели. Вы формируете свое обучающее множество из входных данных и ожидаемых LLM ответов. Дальше дообучаете уже обученную кем-то LLM на вашем датасете.

До прихода LLM это, вообще говоря, был единственный вариант работы с моделями. Никакой промптинг или RAG из коробки не заводился.

Важно. Не пытайтесь научить модель новым фактическим знаниям с помощью дообучения. Для этого есть RAG. Это может привести к увеличению галлюцинаций, причины я писал в этом посте.

Теоретически дообучение должно работать прекрасно. Вы обучаете модель на вашей задаче, на конкретно одной этой задаче она должна быть лучше, чем любая другая модель. Потому что специализация.

На узкой задаче вроде классификации на 2 класса так и будет. Маленькая, но обученная на целевых данных модель будет разрывать GPT-4o по всем метрикам классификации. Но чем шире задача, чем более разнообразные проблемы модель должна решать, тем сложнее вам будет подобрать датасет и правильно обучить модель.

Дообучение позволяет подстроить модель под нужный формат (стиль) ответа, когда этот формат сложно или вообще невозможно задать в промпте. Например, если вы хотите генерировать текст карточки товара, который оптимизирует CTR. Какой там должен быть промпт? Я тоже не знаю.

Дообучение сильно дороже, чем подбор промпта. Вам нужны доп. GPU. сбор датасета и знающие люди, которые могут это дело обучить. Разломать модель очень просто, я делал так сотни раз.

Проблему со стоимостью частично решают peft-методы дообучения. Это вы обучаете не всю модель, а только небольшое множество параметров. Это сильно экономнее по GPU. Однако, на практике часто работает хуже, чем полное дообучение.

Учитывая мою патологическую жадность и ленивость, я рекомендую дообучать модель всего в 5% случаев. Остальное можно решить промптом и RAG.

И промптинг, и RAG, и дообучение прекрасно сочетаются друг с другом. Все они служат разным задачам. Выбирайте с умом и комбинируйте тоже с умом.

Резюме

Что я хочу, чтобы вы усвоили из этой статьи:

  • В ИИ огромная неопределенность успешности проекта. Значимо выше, чем в разработке. Вы легко можете ввалить кучу денег туда, куда вообще не надо было лезть. Пожалуйста, сначала протипируйте решение и проверяйте его.

  • LLM сильно удешевляет доступ к ИИ. Раньше нужно было пилить свои модели, теперь можно брать готовое и чуть-чуть улучшать. Пробуйте, вам понравится.

  • Больше смотрите по сторонам, какие модели/подходы выходят и берите лучшее.

  • Будьте помешаны на контроле качества ваших моделей. Это поможет вам прийти в нужную точку.

  • У вас всего 3 ручки улучшения LLM. Запомните, когда какую стоит использовать.

Если вы это усвоили, то не забудьте пробежаться по ссылкам и заглянуть в рекомендованную литературу. Тогда у вас точно все получится.

На самом деле, не так уж и сложно было. Если остались вопросы - обязательно пишите в комментариях. Постараюсь на все ответить.

Об авторе

Друзья, спасибо, что дочитали эту статью до конца.
Если вам статья показалась ценной, то подписывайтесь на мой канал, где я рассказываю, как создавать ИИ продукты, которые приносят пользу.

Там много полезного про внедрение LLM.

P.S. Огромное спасибо за редактуру Юлии Булгатовой.

Список дополнительной литературы

1. Лекция Andrew Ng про возможности LLM, которых у нас раньше не было. Один из моих любимых лекторов, всегда очень доступно.

2. 39 умных мыслей о внедрении ИИ. Под большей частью я готов подписаться.

3. Неплохая презентация про стратегию в LLM. В ней некоторые темы, которых мы в статье не коснулись, например, как выбрать размер модели.

4 Видео курс по внедрению ИИ в бизнес. Не только про LLM.

5. Статья, почему важно быстро итерироваться и как это делать.

6. Обзорная статья, почему для LLM так важно уметь оценивать качество. Многое мы уже раскрыли здесь, но не все.

7 Доклад, про стратегию внедрения LLM. Рассказывается и про команду, и про оценку качества.

8. Очень подробная статья, как делать LLM-as-a-judge. В том числе рассказывается, как обучать таких оценщиков.

9. Полезные советы, как улучшать RAG.

10. Научный обзор, где собраны почти все методы борьбы с галлюцинациями. Осторожно, тут матан.

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  • 10.08.25 03:53 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 03:53 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 03:54 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 07:01 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

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  • 13.08.25 14:23 Morris Jason

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  • 13.08.25 19:46 marcushenderson624

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  • 13.08.25 19:46 marcushenderson624

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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 19:50 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

  • 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

  • 22:17 wendytaylor015

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  • 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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