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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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  • 09.09.25 11:48 Moises Velez

    I strongly advise using this very reputable Recovery Hacker101for anyone looking to recover any type of crypto currencies assets from online frauds, Wallet hackers, or BTC transferred to the wrong address. After I lost a lot of money to those terrible con artists posing as recovery specialists, this recovery specialist was great in aiding me in getting my Bitcoin back. After I gave Recovery Hacker101 the relevant details and prerequisites, a total of 1.4170 BTC was eventually recovered. I was overjoyed that I had been able to recover this much after having lost even more to the problems I had dealt with before discovering Recovery Hacker101. So don’t hesitate to get in touch with recoveryhacker101 AT gmail com. if you find yourself in this scenario and need help recovering from an online bitcoin scam

  • 09.09.25 15:05 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.09.25 15:05 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.09.25 15:05 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.09.25 20:23 Bramfloris

    Recovering Stolen USDT If your USDT or other crypto assets were stolen, contact Sylvester Bryant at Yt7cracker@gmail. com. He can help you get your money back. I lost €220,000 in a scam. Mr. Bryant was the only expert who successfully recovered my funds. Reach him on WhatsApp at +1 512 577 7957 for fast, expert help. He is very honest. He can recover your stolen assets.

  • 09.09.25 20:37 DAVEortega1010

    Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.

  • 10.09.25 00:45 robertalfred175

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

  • 10.09.25 00:45 robertalfred175

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

  • 11.09.25 03:31 DAVEortega1010

    Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.

  • 11.09.25 13:44 grace

    i fell for an investment scam also and lost $250k worth of bitcoin luckily i found anthonydavies01 on telegram with his assistance i got back over 85% of my money. him and his team are top notch

  • 11.09.25 15:03 stevensjonas

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  • 11.09.25 18:51 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.09.25 18:51 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.09.25 18:51 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.09.25 13:11 grace

    I lost my money to them few months ago. I lost over $244,000, they denied my withdrawal request and and also left it pending. I reached out to them and they never responded back tooth my emails and calls. They eventually locked me out of my account. I had to reach out to a recovery expert ( anthonydaviestech@gmail com) to help me recover all my money back. I have gotten my money back**you can also text him via whatsapp: +19514908435

  • 12.09.25 15:06 michaeldavenport218

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

  • 12.09.25 15:06 michaeldavenport218

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

  • 13.09.25 20:45 Clinton

    I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to Recoveryfundprovider(@)gmail(.)com).) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.

  • 14.09.25 00:54 robertalfred175

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

  • 14.09.25 00:54 robertalfred175

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

  • 14.09.25 02:37 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 14.09.25 02:37 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 14.09.25 12:44 robertalfred175

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

  • 14.09.25 12:44 robertalfred175

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

  • 14.09.25 15:13 estherfords

    My solana recovery experience with Mighty Hacker Recovery Expert.

  • 14.09.25 15:13 estherfords

    My solana recovery experience with Mighty Hacker Recovery Expert. Contact them on +14042456415 WhatsApp

  • 14.09.25 17:48 robertalfred175

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

  • 14.09.25 17:48 robertalfred175

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

  • 14.09.25 20:49 Clinton

    I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.

  • 14.09.25 22:16 Berrysmith

    I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.

  • 15.09.25 10:25 aliceforemanlaw

    I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.

  • 15.09.25 12:49 robertalfred175

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

  • 15.09.25 12:49 robertalfred175

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

  • 15.09.25 12:49 robertalfred175

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

  • 16.09.25 12:25 aliceforemanlaw

    Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.

  • 16.09.25 12:26 aliceforemanlaw

    Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.

  • 16.09.25 13:25 marcushenderson624

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

  • 16.09.25 13:25 marcushenderson624

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

  • 17.09.25 02:56 peju1213

    It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.

  • 17.09.25 11:16 [email protected]

    Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.

  • 17.09.25 11:16 [email protected]

    Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.

  • 17.09.25 23:50 marcushenderson624

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

  • 17.09.25 23:50 marcushenderson624

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

  • 17.09.25 23:50 marcushenderson624

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

  • 18.09.25 11:55 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 11:55 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 12:22 wendytaylor015

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

  • 18.09.25 12:22 wendytaylor015

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

  • 18.09.25 13:04 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 16:46 carolinehudso83

    I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/

  • 19.09.25 00:54 frank2025

    Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 15:27 tonykith01477

    There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!

  • 19.09.25 17:12 wendytaylor015

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

  • 19.09.25 17:12 wendytaylor015

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

  • 20.09.25 15:05 faithlawrence

    I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.

  • 20.09.25 15:53 blessing1198

    It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].

  • 21.09.25 12:05 star1121

    Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.

  • 23.09.25 03:23 robertalfred175

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

  • 23.09.25 03:23 robertalfred175

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

  • 23.09.25 03:23 robertalfred175

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

  • 23.09.25 03:54 robertalfred175

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

  • 23.09.25 14:45 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 23.09.25 19:27 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 23.09.25 22:38 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 12:22 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 24.09.25 15:50 michaeldavenport218

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

  • 24.09.25 15:50 michaeldavenport218

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

  • 24.09.25 15:50 michaeldavenport218

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

  • 24.09.25 19:08 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:50 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:55 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 20:52 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.09.25 20:52 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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