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[Перевод] Новые паттерны при выводе GenAI-продуктов в продакшн (часть 1)

Когда генеративные ИИ-продукты переходят из стадии прототипов в боевые системы, начинают всплывать повторяющиеся архитектурные решения.

Главное — научиться держать под контролем их непредсказуемость. Тут на сцену выходят evals — тесты, которые проверяют, укладывается ли поведение модели в допустимые рамки.

Сами по себе большие языковые модели (LLM) — как энциклопедия без интернета: знают много, но только то, чему их однажды научили. Чтобы вытащить их за пределы обучающей выборки, их усиливают. Чаще всего — через Retrieval-Augmented Generation (RAG), где модель подхватывает свежую информацию из внешней базы. Правда, даже у базового RAG хватает слабых мест, и чтобы его раскочегарить, приходится применять дополнительные паттерны. Когда и этого не хватает — в ход идёт тонкая настройка (fine-tuning).

Перевод генеративных ИИ-продуктов из состояния PoC в боевые системы оказался куда сложнее, чем ожидалось. И дело не только в технологиях — корень многих проблем в том, что команды мыслят слишком по-старому. Они воспринимают GenAI как надстройку над привычными транзакционными или аналитическими системами. На практике же всё иначе: здесь свои баги, свои грабли и свои демоны. ИИ галлюцинирует, лезет туда, куда не просили, и вечно отвечает чуть-чуть не так. А ещё он непредсказуем — от слова совсем.

Со временем мы заметили, что команды начинают вырабатывать повторяющиеся подходы к решению этих задач. Это статья — попытка собрать эти паттерны воедино. Всё, что вы прочитаете — не догма. GenAI-системы молоды, инструменты появляются буквально каждую неделю, и многие открытия ещё впереди. Как и с любыми паттернами, здесь важно не только что делать, но и когда.

В статье мы кратко описываем паттерны, сопровождая их контекстом и связками. Меткой ✣ отмечены названия разделов, в которых описывается конкретный паттерн. Завершаются такие блоки символами ✣ ✣ ✣.

Это не учебник и не справочник. Мы не пытаемся объяснить, как устроены LLM в целом — таких материалов уже хватает. Здесь — практический конспект. То, что реально работало (или не работало) в наших проектах. Где-то будет лакуна, потому что мы туда ещё не добирались. Где-то — только наброски. Материал будет дополняться по мере работы, а обновления будут появляться в наших лентах.

Паттерны, описанные в статье

Вот перевод таблицы с паттернами из статьи — в сжатом и понятном виде, с сохранением технической точности и добавлением пояснений по-русски:

Паттерн	Что делает
Прямое промптингование (Direct Prompting)	Отправка запросов напрямую в базовую LLM без дополнительной обработки.
Эмбеддинги (Embeddings)	Преобразование больших массивов данных в числовые векторы, где близость векторов соответствует семантической близости понятий.
Оценки (Evals)	Проверка качества ответов модели на конкретных задачах, чтобы отловить ошибки и нестабильное поведение.
Тонкая настройка (Fine Tuning)	Дообучение модели под специфический контекст, чтобы она лучше справлялась с узкопрофильными задачами.
Ограничители (Guardrails)	Вызов вспомогательных LLM-запросов для фильтрации опасного ввода или очистки результата — своего рода «санитарный кордон».
Гибридный ретривер (Hybrid Retriever)	Комбинация поиска по эмбеддингам с другими техниками (например, full-text или rule-based).
Переформулировка запросов (Query Rewriting)	Использование LLM для генерации альтернативных версий одного и того же запроса и параллельного поиска по ним.
Переоценщик (Reranker)	Сортировка найденных фрагментов документов по релевантности и передача лучших в LLM.
RAG (Retrieval Augmented Generation)	Поиск релевантных фрагментов и их подмешивание в prompt, чтобы улучшить ответы модели.

✣ Прямое промптингование (Direct Prompting) ✣

Самый прямолинейный способ использовать LLM — просто подключить её напрямую к пользователю. Без прослоек, фильтров и обработчиков: пользователь пишет запрос, модель отвечает. Всё. Такой формат часто предлагают поставщики LLM «из коробки» — чистый чат с моделью, в котором нет ничего, кроме диалога.

Это удобно для демонстрации возможностей, экспериментов или личных задач. Но как только появляется реальный продукт с бизнес-требованиями — этого становится мало.

✣ ✣ ✣

Когда использовать прямое промптингование

Прямое взаимодействие с LLM — это то, с чего всё началось. Именно оно породило волну интереса к генеративному ИИ. Но несмотря на простоту, у этого подхода есть серьёзные ограничения.

Во-первых, модель ограничена рамками обучающей выборки. Всё, что произошло после даты обучения — для неё терра инкогнита. Она не знает актуальных событий, не имеет доступа к внутренним данным компании, не понимает специфики контекста, в котором используется. Даже если нужная информация есть в её «голове», она не умеет выставлять приоритеты — просто потому что не знает, что для пользователя важно прямо сейчас.

Во-вторых, поведение модели непредсказуемо. Особенно если её провоцируют: на токсичность, утечку данных, фальшивые ответы. LLM с лёгкостью выдаёт выдуманные, но уверенные ответы. В демке это может показаться забавным, но если такая модель выступает от имени компании — это превращается в серьёзный риск.

Именно поэтому прямой промптинг — штука мощная, но редко достаточная. Почти всегда его нужно дополнять защитой от глупостей, системой контекстов и механизмами оценки.

✣ Evals (Оценки) ✣

В любой системе на базе ИИ главный вопрос — насколько поведение модели соответствует ожиданиям. В классической разработке мы отвечаем на это через тестирование: подаём вход, сверяем выход.

С LLM так не выйдет. Модель — не детерминированная система. Один и тот же запрос может дать разные ответы. Но это не значит, что мы не можем её проверять — просто подход будет другим.

В мире GenAI это называют evals — системой оценивания. Её задача — не просто понять, дал ли ответ «в точку», а протестировать поведение модели в разных ситуациях. Оценки могут быть автоматическими или ручными, но почти всегда строятся на множестве кейсов, а не единичных репликах.

Оценка и ранжирование

Чтобы это работало, нужен компонент, который умеет выставлять баллы. Его задача — измерить качество генерации по критериям: релевантность, связность, фактичность, соответствие ожиданиям. Всё это сводится к числам — по сути, модель оценивает саму себя или её проверяет другая система.

✣ ✣ ✣

Когда мы начинаем оценивать поведение языковой модели, возникает базовый вопрос: кто будет выносить вердикт? Самая простая идея — поручить это другой модели. Но чем глубже смотришь, тем сложнее становятся варианты.

Самооценка (Self-evaluation). Модель проверяет себя сама. Она же сгенерировала ответ — она же его оценивает. Звучит удобно, но на практике это лотерея. Если у модели сбоит механизм оценки, она может «отшлифовать» неадекватный ответ так, что тот будет выглядеть уверенно и красиво — но останется таким же ошибочным. Такой подход существует, но мы не рекомендуем полагаться на него без оглядки. Это способ закрепить баг как норму.

LLM в роли судьи. Более рабочий вариант — оценку производит другая модель. Это может быть более продвинутый LLM, а может — специализированная малая модель (SLM). Идея в том, что у двух разных моделей вряд ли совпадут одни и те же искажения и ошибки. Такой подход даёт автоматизацию без замкнутой петли самоподтверждения. Сейчас это один из самых популярных способов оценки в продуктах.

Оценка человеком (Human evaluation). И наконец — старая добрая «проверка вайба». Это когда человек смотрит на ответ и оценивает: «а модель вообще поняла, что от неё хотели?» В такой проверке важны не только факты, но и тон, стиль, интонация, уместность. Да, это не масштабируется. Но если нужно понять, не звучит ли бот как заучка с аутоформой, — лучше человека всё равно пока никто не справится.

✣ ✣ ✣

На практике лучше всего работает связка: модель оценивает, человек — проверяет. Это даёт масштабируемость за счёт автоматизации и глубину за счёт человеческого чутья. Особенно когда важно не просто точность факта, а соответствие тону, цели и контексту продукта.

Пример: как протестировать релевантность в LLM для нутрициолога

Вот как можно использовать библиотеку DeepEval, чтобы проверить, насколько точно модель отвечает на вопрос в нашем приложении по питанию:

Здесь мы сравниваем ответ модели с контекстом из базы знаний и рассчитываем метрику релевантности. Такой подход можно обернуть в интеграционные тесты, чтобы отслеживать поведение модели на «живых» данных.

Где и как запускать evals

Мы запускаем evals как часть сборки GenAI-продукта. Это не бинарные тесты «прошёл/не прошёл», а скоринговая система с порогами, которую нужно мониторить на предмет деградации. По сути, это ближе к нагрузочному тестированию, чем к юнитам.

Причём оценки важны не только до выката. Модель может деградировать в продакшене — и мы обязаны ловить это заранее. Запускаем регулярные замеры качества прямо на боевых системах.

Evals можно применять к любому компоненту, где задействована LLM: main prompt, RAG, guardrails, query rewriting — все эти штуки можно (и нужно) проверять как отдельно, так и в связке.

Evals и бенчмарки

Статья [Shayan Mohanty, John Singleton и Parag Mahajani] подробно разбирает, как сравнивать модели, как они принимают решения и как ведут себя в продакшене.

Бенчмаркинг — это способ сравнивать модели по стандартным задачам. Для этого нужны: – типовые датасеты,

– чёткие метрики,

– одинаковые условия.

Так можно понять: новая версия модели лучше или хуже старой.

А evals — это про конкретику. Они не оценивают модель в вакууме, а тестируют, как она работает в вашей задаче. Типового набора здесь нет — придётся собрать свой.

Когда использовать evals

Всегда, когда вы не хотите, чтобы ваш продукт выглядел глупо. Пока нет чёткого понимания, как лучше всё мерить — но это не повод откладывать. Если ваш пользователь принимает решения на основе ответа модели, вы обязаны понимать, как она себя ведёт. Даже если он скептически к ней относится — это не навсегда.

Evals — это способ держать систему в рамках. Но чтобы эти рамки работали, надо понять, на чём вообще стоит весь этот ИИ-аттракцион — и как он обращается с данными. К этому и переходим дальше.

✣ Эмбеддинги (Embeddings) ✣

Эмбеддинги — это способ превратить сырые данные (текст, код, изображения) в числа. Не просто ради математики, а чтобы машинно «почувствовать» смысл. Представьте себе карту смыслов: похожие по смыслу вещи располагаются рядом. Так вот, эмбеддинг — это координаты этой вещи на карте.

Два похожих абзаца — будут на расстоянии вытянутой руки. Абзац про котиков и абзац про квантовую механику — уже на разных континентах. Модель не «читает» контент как человек — она сравнивает векторы: чем ближе, тем больше шансов, что это связано по смыслу.

Эмбеддинги: как из яблока получить вектор

Допустим, вы делаете приложение о питании. Пользователь фотографирует еду, а система выдаёт советы, что съесть вместо бургеров. Даже простое фото яблока — это уже 3,6 миллиона пикселей (1280 × 960 × 3). Анализировать такой массив напрямую — всё равно что искать порядок в муравейнике.

Чтобы с этим можно было работать, изображение надо сжать без потери смысла. Именно это делает эмбеддинг: превращает картинку в вектор из сотен чисел. При этом похожие картинки оказываются рядом в пространстве эмбеддингов.

Это не просто сжатие, а умное сжатие: яблоки ложатся рядом с яблоками, а не с батарейками.

Пример: эмбеддинг изображения с помощью CLIP

Ручные признаки (например, яркость, форма) устарели. Сейчас для эмбеддинга используют модели глубокого обучения. Например, CLIP ViT-L/14 — модель, которая одновременно понимает и картинки, и текст. Вот как выглядит код:

Результат: вы получаете вектор из 768 чисел, который описывает яблоко куда лучше, чем 3.6 млн пикселей.

А теперь проверим гипотезу: яблоко должно быть рядом с яблоком

Раз у нас векторы — можно измерить расстояние между ними. Один из самых популярных способов — косинусное сходство. Оно показывает, насколько два вектора «смотрят» в одном направлении. Значения от -1 (противоположные) до 1 (полное совпадение).

Значение	Направление векторов	Интерпретация
1	Полное совпадение (aligned)	Изображения почти идентичны
0	Перпендикулярны (orthogonal)	Изображения никак не связаны по смыслу
-1	Противоположны (anti-aligned)	Изображения максимально непохожи друг на друга

Два эмбеддинга можно сравнить с помощью косинусного сходства:

Теперь проверим гипотезу на четырёх изображениях:

Сравнение всех изображений с apple 1 дало следующие результаты:

Изображение	Косинусное сходство	Комментарий
apple 1	1.0	То же самое фото — идеальное совпадение
apple 2	0.9229323	Очень похоже — почти полное совпадение
apple 3	0.8406111	Похоже, но чуть дальше
burger	0.58842075	Существенно отличается

На практике возможны вариации: а если яблоко разрезано? А если оно на тарелке? А если зелёное? А если фотография сверху?

Модель эмбеддингов должна уметь кодировать смысловую близость — и располагать изображения, похожие по сути, рядом в векторном пространстве.

Модели машинного обучения спокойно переваривают векторы с сотнями измерений. Но человеку это не под силу — даже 4 измерения уже вызывают легкое головокружение. Чтобы взглянуть на структуру эмбеддингов и проверить, действительно ли похожие изображения группируются рядом, нужно «сплющить» пространство до 2D или 3D.

Для этого применяются техники снижения размерности, например:
– T-SNE (t-Distributed Stochastic Neighbor Embedding)
– UMAP (Uniform Manifold Approximation and Projection)

Эти методы сжимают многомерные эмбеддинги в 2–3 измерения, сохраняя при этом локальную близостьобъектов — то, что нам и нужно.

Пример: визуализация эмбеддингов с помощью T-SNE

from sklearn.manifold import TSNE

tsne = TSNE(random_state=0, metric='cosine', perplexity=2, n_components=3)

embeddings_3d = tsne.fit_transform(array_of_embeddings)

Теперь у нас трёхмерный массив, в котором каждый вектор представляет изображение — например, из датасета с фруктами с Kaggle. Можно построить 3D-график и посмотреть: яблоки сбились в один угол? Бананы не затесались к помидорам? Всё ли в этой фруктовой вселенной на своих местах?

С картинками всё ясно: эмбеддинг показывает, что яблоко ближе к другому яблоку, чем к бургеру. Но работает ли это с текстами? Ответ — да, и очень даже хорошо.

Текст — это такие же данные, как и пиксели. Кусок текста, абзац, страница с таблицами и картинками — всё это можно представить в виде эмбеддинга. Главное, чтобы модель понимала контекст, а не просто пересчитывала слова.

Фраза «У Мэри был маленький ягнёнок» для детского рассказчика и для владельца ресторана — это два совершенно разных смысла. Хорошая модель эмбеддингов (например, text-embedding-3-large или all-MiniLM-L6-v2) умеет это различать. Она кодирует не слова, а смыслы, включая иронию, настроение, жанр, сферу применения.

Эмбеддинги внутри LLM

Большие языковые модели (LLM) — это трансформеры. Упрощённо говоря, они состоят из трёх частей: – входной слой,

скрытые слои,
выходной слой.

И вот на входе — эмбеддинги словаря. То есть каждый токен (слово, символ) внутри LLM уже имеет векторное представление. Это и есть внутренние эмбеддинги модели — их ещё называют параметрическими или статическими.

Возвращаемся к нашему приложению о питании. Допустим, пользователь делает фото еды и спрашивает:

«Это полезная еда?»

Дальше вступает в игру вся архитектура: модель берёт изображение, превращает его в эмбеддинг, добавляет к нему текстовый запрос (тоже в виде эмбеддинга), и на основе этого формирует ответ.

LLM выполняет следующие логические шаги для генерации ответа

На входном слое токенизатор преобразует входные тексты (промпты) и изображения в эмбеддинги.

Затем эти эмбеддинги передаются во внутренние скрытые слои LLM, также называемые слоями внимания (attention layers), которые извлекают релевантные признаки, содержащиеся во входных данных. Если предположить, что наша модель обучена на данных по питанию, разные слои внимания анализируют входные данные с точки зрения здоровья и питания.

Наконец, выход из последнего скрытого состояния, то есть последнего слоя внимания, используется для предсказания ответа.

Когда использовать эмбеддинги

Эмбеддинги захватывают значение данных таким образом, чтобы можно было проводить сравнение семантической близости между элементами — например, текстами или изображениями. В отличие от поверхностного сопоставления ключевых слов или шаблонов, эмбеддинги кодируют более глубокие связи и контекстное значение.

Генерация эмбеддингов требует запуска специализированных моделей ИИ, которые, как правило, меньше и эффективнее, чем большие языковые модели. После создания эмбеддинги можно использовать для сравнений по сходству, полагаясь на простые векторные операции, такие как косинусное сходство.

Тем не менее, эмбеддинги не идеальны для работы со структурированными или реляционными данными, где лучше подходят точное сопоставление или традиционные запросы к базе данных. Задачи вроде поиска точных совпадений, числовых сравнений или выполнения запросов к отношениям лучше решаются с помощью SQL и традиционных СУБД, а не эмбеддингов и векторных хранилищ.

Мы начали этот разговор с описания ограничений прямого промптинга. Evals дают нам способ оценить общие возможности нашей системы, а эмбеддинги предоставляют способ индексировать большие объёмы неструктурированных данных. LLM обучаются (или, как принято говорить, «предобучаются») на корпусах таких данных. Для общего случая этого достаточно, но если мы хотим, чтобы модель использовала более специфическую или актуальную информацию, нам нужно, чтобы LLM имела доступ к данным за пределами обучающего набора.

Один из способов адаптировать модель под конкретную задачу или домен — провести дополнительное обучение, известное как Fine Tuning.

Проблема в том, что это очень дорого, и обычно не является лучшим вариантом. (Позже мы рассмотрим, когда это может быть оправдано.) В большинстве случаев мы считаем, что наилучшим подходом является RAG.

✣ Retrieval-Augmented Generation (RAG) ✣

Извлечение релевантных фрагментов документов и включение их в промпт LLM

Распространённая метафора для LLM — младший научный сотрудник. Человек, который красноречив, начитан в целом, но плохо осведомлён в деталях темы — и при этом чрезмерно самоуверен, предпочитая выдумывать правдоподобный ответ, чем признать незнание.

С помощью RAG мы задаём этому «исследователю» вопрос и одновременно передаём ему досье с наиболее релевантными документами, говоря: «Прочитай это, прежде чем отвечать».

Мы считаем, что RAG — это эффективный способ использовать LLM со специализированными знаниями. Но он также приводит нас к классическим задачам информационного поиска (IR): как найти правильные документы, чтобы передать их нашему старательному «исследователю»?

Обычно подход состоит в том, чтобы построить индекс документов с использованием эмбеддингов, а затем использовать этот индекс для поиска.

Первая часть этого процесса — построение индекса. Мы делаем это, разделяя документы на фрагменты (chunks), создавая эмбеддинги для этих фрагментов и сохраняя сами фрагменты и их эмбеддинги в векторную базу данных.

Затем мы обрабатываем пользовательские запросы, используя модель эмбеддингов для создания эмбеддинга запроса. Этот эмбеддинг применяется для поиска похожих фрагментов в векторном хранилище с помощью приблизительного поиска ближайших соседей (ANN — Approximate Nearest Neighbors).

Далее мы используем шаблон промпта RAG, чтобы объединить найденные фрагменты с исходным запросом и отправить полный ввод в LLM.

Шаблон RAG

После того как мы получили фрагменты документов из механизма извлечения (retriever), мы объединяем пользовательский запрос с этими фрагментами, используя шаблон промпта. Мы также добавляем инструкции, которые явно направляют LLM использовать данный контекст и распознавать, когда данных недостаточно.

Такой шаблон может выглядеть следующим образом:

Пользовательский запрос: {{user_query}}

Релевантный контекст: {{retrieved_text}}

Инструкции:

Предоставьте полный, точный и связный ответ на пользовательский запрос, используя предоставленный контекст.
Если извлечённого контекста достаточно, сосредоточьтесь на предоставлении точной и релевантной информации.
Если извлечённого контекста недостаточно, признайте этот пробел и предложите возможные источники или шаги для получения дополнительной информации.
Избегайте включения неподтверждённой информации или предположений.

Когда использовать это

Предоставляя LLM релевантную информацию в запросе, RAG преодолевает ограничение, связанное с тем, что LLM может отвечать только на основе своих обучающих данных. Этот подход объединяет сильные стороны извлечения информации и генеративных моделей.

RAG особенно эффективен для обработки быстро меняющихся данных, таких как новостные статьи, котировки акций или медицинские исследования. Он может быстро извлечь самую свежую информацию и интегрировать её в ответ LLM, обеспечивая более точный и релевантный ответ в контексте.

RAG повышает фактологическую точность ответов LLM за счёт доступа к релевантной информации из базы знаний, минимизируя риск галлюцинаций или вымышленных данных. LLM может легко включить ссылки на документы, которые были переданы в контексте, позволяя пользователю проверить проведённый анализ.

Контекст, предоставляемый извлечёнными документами, может также смягчить предвзятость, присутствующую в обучающих данных. Кроме того, RAG может использовать обучение «в контексте» (in-context learning, ICL), встраивая в извлечённый контент примеры или шаблоны, специфичные для задачи, что позволяет модели динамически адаптироваться к новым задачам или запросам.

Альтернативным способом расширения базы знаний LLM является тонкая настройка (Fine Tuning), которую мы рассмотрим позже. Тонкая настройка требует значительно больше ресурсов, и поэтому в большинстве случаев мы считаем RAG более эффективным.

RAG на практике

Описанный выше процесс — это то, что мы считаем базовым вариантом RAG, в духе того, как это было описано в оригинальной статье[^1]. Мы использовали RAG в ряде проектов и пришли к выводу, что это эффективный способ использовать LLM для взаимодействия с большими и плохо структурированными наборами данных. Однако мы также обнаружили, что необходимо внести множество улучшений в базовую идею, чтобы она работала в серьёзных задачах.

Один из примеров — работа, которую мы проделали по созданию системы запросов для транснациональной компании в области наук о жизни. Исследователи в этой компании часто нуждаются в обзоре деталей прошлых исследований по различным соединениям и видам. Эти исследования велись в течение двух десятилетий и привели к появлению 17 000 отчётов, каждый из которых содержит тысячи страниц с текстом и табличными данными. Мы создали чат-бота, позволившего исследователям делать запросы по этой коллекции, содержащей разрозненно структурированные данные.

До этого проекта, чтобы ответить на сложные вопросы, часто приходилось вручную просматривать множество PDF-документов. Это могло занимать от нескольких дней до недель. Теперь исследователи могут использовать multi-hop-запросы в нашем чат-боте и находить нужную информацию за считанные минуты. Мы также добавили визуализации там, где это необходимо, чтобы упростить исследование набора данных, использованных в отчётах.

Это был успешный пример применения RAG, но для того чтобы превратить его из proof-of-concept в жизнеспособное промышленное приложение, нам пришлось преодолеть несколько серьёзных ограничений.

Ограничение	Паттерн ослабления
Неэффективное извлечение	Когда вы только начинаете работать с системами извлечения, становится шоком осознать, что опора только на эмбеддинги фрагментов документов в векторном хранилище не приведёт к эффективному извлечению. Распространено предположение, что одних только эмбеддингов чанков достаточно, но на практике они полезны, хотя и не очень эффективны сами по себе. Когда мы создаём один вектор эмбеддинга для чанка документа, мы сжимаем несколько абзацев в один плотный вектор. Хотя плотные эмбеддинги хорошо находят похожие абзацы, они неизбежно теряют часть семантической детализации. Никакое количество тонкой настройки не может полностью восполнить этот разрыв[^2].
Минималистичный пользовательский запрос	Не все пользователи могут чётко сформулировать своё намерение в грамотно построенном запросе на естественном языке. Часто запросы короткие и двусмысленные, им не хватает специфики, необходимой для извлечения наиболее релевантных документов. Без чётких ключевых слов или контекста извлекатель может подтянуть широкий набор информации, включая нерелевантное содержимое, что приведёт к менее точным и более обобщённым результатам.
Перегрузка контекста	Статья Lost in the Middle показывает, что LLM в настоящее время с трудом эффективно используют информацию внутри длинных входных контекстов. Производительность, как правило, наилучшая, когда релевантные детали находятся в начале или в конце контекста. Однако она значительно падает, когда модели необходимо извлечь ключевую информацию из середины длинного ввода. Это ограничение сохраняется даже у моделей, специально спроектированных для работы с большим контекстом.
Доверчивость	Мы ранее охарактеризовали LLM как младшего исследователя: красноречивого, начитанного, но плохо осведомлённого в деталях. Существует ещё одно подходящее прилагательное: доверчивый. Наши ИИ-исследователи легко убеждаются сказать то, чего лучше было бы не говорить — раскрывая секреты или выдумывая ответы, чтобы казаться более знающими, чем они есть.

Как видно из вышеизложенного, каждое ограничение — это проблема, которая порождает соответствующий паттерн для её устранения.

✣ Гибридный извлекатель (Hybrid Retriever) ✣

Комбинируйте поиск по эмбеддингам с другими методами поиска

Хотя операции с векторами эмбеддингов текста — это мощная и продвинутая техника, многое можно сказать и в пользу простого поиска по ключевым словам. Такие методы, как TF/IDF и BM25, — это зрелые подходы к эффективному сопоставлению точных терминов. Мы можем использовать их для более быстрого и менее ресурсоёмкого поиска по большому набору документов, находя кандидатов, которых один лишь векторный поиск не выявил бы. Комбинирование этих кандидатов с результатами векторного поиска даёт более качественный итоговый набор документов.

Недостатком такого подхода может стать слишком большой объём документов, которые придётся отправить в LLM. Но это можно компенсировать с помощью переоценщика (reranker).

Когда мы используем гибридный извлекатель, необходимо доработать процесс индексации, чтобы подготовить данные к векторному поиску. Мы экспериментировали с разными размерами чанков и остановились на 1000 символах с перекрытием в 100 символов. Это позволило сфокусировать внимание LLM на наиболее релевантных частях контекста. Несмотря на то, что длина контекста в моделях увеличивается, современные исследования показывают, что точность ухудшается с ростом длины промпта.

Для эмбеддингов мы использовали модель text-embedding-3-large от OpenAI, обрабатывая чанки и сохраняя эмбеддинги в AWS OpenSearch.

Рассмотрим простой JSON-документ вида:

{

  "Title": "title of the research",

  "Description": "chunks of the document approx 1000 bytes"

}

Для обычного текстового поиска по ключевым словам достаточно просто вставить этот документ и создать текстовый индекс по title или description.

Однако для векторного поиска по description необходимо явно добавить дополнительное поле для хранения соответствующего эмбеддинга:

{

  "Title": "title of the research",

  "Description": "chunks of the document approx 1000 bytes",

  "Description_Vec": [1.23, 1.924, ...] // вектор эмбеддинга, созданный моделью

}

С такой конфигурацией можно выполнять как текстовый поиск по title и description, так и векторный поиск по description_vec.

Когда использовать

Эмбеддинги — это мощный способ находить фрагменты неструктурированных данных. Они органично сочетаются с LLM, потому что сами LLM используют эмбеддинги в своей работе. Но зачастую характеристики самих данных позволяют использовать и альтернативные методы поиска, которые можно дополнительно задействовать.

На самом деле, иногда векторный поиск вообще не нужен в извлекательной части. В нашей работе по использованию ИИ для понимания легаси-кода мы применяли графовую базу данных Neo4j, в которой хранили представление абстрактного синтаксического дерева (AST) кодовой базы, аннотируя узлы дерева данными, извлечёнными из документации и других источников. В наших экспериментах мы наблюдали, что представление зависимостей между модулями, отношений вызовов функций и вызывающих сторон в виде графа — это более прямой и эффективный способ, чем использование эмбеддингов.

Тем не менее, эмбеддинги всё же сыграли свою роль: мы использовали их вместе с LLM во время этапа загрузки (ингеста), чтобы сопоставить фрагменты документов с узлами графа.

Ключевая мысль здесь заключается в том, что эмбеддинги, хранящиеся во векторных базах, — это лишь одна из форм базы знаний, с которой может работать извлекатель. Хотя разбиение документов на чанки полезно для неструктурированного текста, мы считаем целесообразным извлечь любую возможную структуру и использовать её для поддержки и улучшения системы извлечения.

Каждая задача требует своего подхода к организации данных для эффективного поиска, и по нашему опыту, наилучший результат даёт комбинирование нескольких методов, чтобы получить достойный набор фрагментов для последующей обработки.

✣ Переформулировка запроса (Query Rewriting) ✣

Используйте LLM для создания нескольких альтернативных формулировок запроса и выполните поиск по всем вариантам

Любой, кто когда-либо пользовался поисковыми системами, знает, что зачастую лучше всего попробовать разные комбинации поисковых терминов, чтобы найти то, что нужно. Это особенно заметно при использовании LLM, где переформулировка вопроса часто приводит к значительно отличающимся ответам.

Мы можем воспользоваться этим поведением, попросив LLM переформулировать запрос несколько раз и отправить каждый из этих вариантов в векторный поиск. Затем мы можем объединить результаты, чтобы включить их в промпт для LLM (часто с помощью переоценщика (reranker), о котором мы поговорим далее).

Пользователь может начать с такого запроса, чтобы исследовать десятки тысяч результатов исследований:

«Были ли зафиксированы в исследовании XYZ-1234 какие-либо из следующих клинических проявлений: эрекция волос (пилоэрекция), атаксия, частично закрытые глаза и жидкий стул?»

Переформулировщик (rewriter) отправляет это в LLM с задачей сгенерировать альтернативные формулировки. Вот несколько примеров:

«Можете ли вы предоставить сведения о клинических симптомах, указанных в исследовании XYZ-1234, включая наличие "гусиной кожи", нарушение координации, полуоткрытые веки или диарею?»

«В результатах эксперимента XYZ-1234, были ли зафиксированы наблюдения, такие как поднятие волосков, неустойчивое движение, не полностью открытые глаза или водянистый стул?»

«Какие клинические наблюдения были отмечены в ходе испытания XYZ-1234, особенно касающиеся наличия взъерошенной шерсти, нарушенного равновесия, полуопущенных век или мягких испражнений?»

Оптимальное количество альтернатив зависит от датасета:

Обычно 3–5 вариантов подходят для разнообразных наборов данных, тогда как более простые наборы могут потребовать до 3 переформулировок. По мере настройки переформулировок запроса рекомендуется использовать evals, чтобы отслеживать прогресс.

Когда использовать

Переформулировка запроса особенно важна для сложных поисков, включающих несколько подтем или специализированных ключевых слов — особенно в предметно-ориентированных векторных хранилищах. Создание нескольких альтернативных запросов может улучшить извлекаемые документы, ценою дополнительного запроса к LLM, чтобы сгенерировать альтернативы, и дополнительных вызовов к извлекателю, чтобы выполнить поиск по этим альтернативам.

Эти дополнительные вызовы приведут к увеличению расхода ресурсов и задержек. Командам следует экспериментировать, чтобы определить, оправдано ли улучшение результатов по сравнению с затратами.

В нашей задаче из области наук о жизни мы сочли полезным использовать GPT-4o для создания пяти вариантов переформулировки.

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13 апр. 2025 г.

23.03.25 22:01 joaneldnde

The ground trembled like a nervous intern on espresso shots. One minute, I was monitoring my geothermal Bitcoin miners, humming in harmony with Iceland's most unpredictable volcano. Next? An eruption painted the sky gray with ash, raining destruction like an out-of-control blockchain fork. Power cables flickered out. Servers turned into abstract-art pieces. And my wallet with $460,000 worth of mining revenue fried faster than a motherboard in a tidal wave of lava. I was knee-deep in volcanic mud, clutching the charred wallet, wondering if the universe had a vendetta against renewable energy. For weeks, I’d played geothermal gambler, harnessing Earth’s anger to mine crypto. Now, Mother Nature had countered with a literal power move. My wallet’s backups? Corrupted by ash-clogged drives. My cold storage? Warmer than a freshly erupted fissure. Even the volcanologists on my team shrugged. “We predict lava, not ledger errors,” one said, handing me a business card signed at the edges. “Try these Cyber Constable Intelligence. They’ve fixed crypto in weird places.” Cyber Constable Intelligence phoned on the first ring. Cyber Constable Intelligence saved not just crypto. They demonstrated that even the fury of nature cannot surpass human tenacity. My operation now operates robustly, excavating coins with Earth's anger and a backup generator sufficient to run a small glacier. The volcano? Still grumbling. My wallet? Locked inside a fireproof safe, as irony bites sharper than an Icelandic winter. If your crypto somehow gets smothered beneath the pyroclastic ash of life, skip the freak-out. Call the Cybers. They'll dig through lava streams until your cash bubbles up to the surface. Just maybe set up your rigs a few miles closer to the crater next time. If you’re facing a similar problem I highly recommend contacting Cyber Constable Intelligence 📞 WhatsApp:+1 (2 5 2 ) 3 7 8 7 6 1 1 🌐 Website: www cyberconstableintelligence.com 📩 Telegram: https://t.me/cyberconstable
23.03.25 22:18 [email protected]

A few months ago, I stumbled upon a post about a cryptocurrency investment platform that I thought was a good idea for me to invest in crypto, I didn’t realize I was being catfished by the cryptocurrency investment manager who promised me huge returns on my investment. I lost my capital of $170,000 and interest without receiving any profits in return, I was devastated And I realized I had been scammed out of my cryptocurrency. I felt hopeless and didn’t know where to turn. i searched everywhere for a solution and That’s when my friend introduced me to a Crypto recovery platform Trust Geeks Hack Expert. At first, I was skeptical—after all, I had just been scammed—but Trust Geeks Hack Expert professionalism and transparency reassured me. They took the time to analyze my case, track my lost funds, and guide me through the recovery process. To my amazement, they successfully retrieved my stolen crypto! I can’t express how grateful I am to Trust Geeks Hack Expert team. Their expertise and dedication gave me a second chance. If you’ve been a victim of a crypto scam, don’t lose hope—Trust Geeks Hack Expert. is the real deal! for assistance, Email: [email protected] (TeleGram:: Trustgeekshackexpert) & what's A p p +1 7 1 9 4 9 2 2 6 9 3
24.03.25 10:03 Diegolola514gmail.com

"I am incredibly grateful to Sylvester Bryant for his exceptional expertise and assistance in recovering my USDC funds, which were lost to a phishing scam. Thanks to his diligent efforts, he successfully retrieved €480,000 worth of USDC that I thought was gone forever. If you or anyone you know has fallen victim to a similar situation, I highly recommend reaching out to Sylvester for professional assistance. You can contact him via email at Yt7cracker@gmail. com or through WhatsApp/text message at +1 512 577 7957. He is truly a reliable and skilled professional in recovering assets from online scams."
25.03.25 18:06 maryjul75

Fast Agent Recovery is a consulting firm that specializes in the recovery of assets from financial fraud. We know how to recover your funds and we have helped thousands of scam victims from around the world to recover their money. If you are a victim of Binary Options fraud, Forex fraud, Bitcoin fraud, Dating scams or one of the many other the online fraudulent practices that permeate the internet then file a complaint on www.fastrecoveryagent,.com to get an assessment if we can help you get your money back too. File a complaint: https://www.fastrecoveryagent.com/
27.03.25 01:52 debrapavon89

The moment my cold storage device flatlined, erasing $385,000 in Bitcoin I’d saved to launch a chain of zero-waste cafés, I became a ghost haunting my own life. I scrolled through forums until my eyes were streaming, trawling through threads filled with such mouthfuls as "irreversible blockchain entropy" and "cryptographic oblivion A Reddit thread finally revealed to me Cyber Constable Intelligence I reached out, the team at Cyber Constable Intelligence took immediate action. They began tracing the fraudulent car auction site and thoroughly investigating the scam. To my relief, after several weeks of hard work, Cyber Constable Intelligence successfully tracked down the scammers and recovered the full $385,000 I had lost. Their hard work allowed me to move on from this unfortunate experience, I highly recommend their services to anyone who has been affected by online fraud Reach out to their Info below WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com
30.03.25 03:25 orrinharber

The ad on X (formerly Twitter) popped up on my timeline one lazy Sunday afternoon. It was flashy, bold, and impossible to ignore. The headline read, “ONCE-IN-A-LIFETIME COMEDY EXTRAVAGANZA!” with a dazzling graphic of a stage lit up in neon lights. The caption said: “Kevin Hart, Ali Wong, Dave Chappelle, and a MYSTERY LEGENDARY COMEDIAN live in Vegas! Limited VIP tickets available. Don’t miss out!” The post had thousands of likes, retweets, and comments like, “This is going to be epic!” and “Already got my ticket!” It even had a blue checkmark next to the account name, which made it seem legit. I clicked the link, and it took me to a sleek website with a countdown timer and a list of sold-out ticket tiers. The only option left was a $125,000 VIP package, which promised front-row seats, backstage access, and a meet-and-greet with the comedians. I hesitated for a moment, but the fear of missing out got the better of me. I thought, When will I ever get a chance like this again? So, I entered my credit card details and hit “Purchase.” The confirmation email came through instantly, and I felt a rush of excitement. Little did I know, I’d just fallen for one of the most elaborate scams I’d ever encountered. Looking back, I should’ve noticed the red flags the overly pushy tone of the ad, the lack of reviews for the event, and the fact that no official accounts from the comedians promoted it. But in the moment, it all seemed so real.I had been swept up by the flashy ad, the excitement of the event, and the FOMO (fear of missing out) that made it seem like an opportunity I couldn’t let slip by. Everything about the ad screamed “exclusive” and “once-in-a-lifetime,” which was enough to convince me to take the plunge. Yet, as time went on and I tried to follow up on the event, I found there was no trace of it anywhere. There were no details, no event pages, and no mention from the comedians themselves. My heart sank as I realized I had been scammed.Thankfully, GRAYWARE TECH SERVICES helped me get my money back, but the experience was a hard lesson in online scams. I’ll never forget that ad on X the one that cost me $125,000 and a whole lot of pride. I learned the importance of being cautious online, checking for reviews, and looking for signs of authenticity before jumping into anything that seems too good to be true.You can reach GRAYWARE TECH SERVICES on web at ( https://graywaretechservices.com/ ) also on Mail: ([email protected])
30.03.25 06:22 grace111

I recommend Marie ([email protected] and WhatsApp: +1 7127594675) for recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment sites because they are very knowledgeable in the industry and will reimburse all of your money. I can say with confidence that she was the only one who was able to credit my account with $52,760 of the money that had gone missing, based on my prior transactions with them. She was the only one who could. Since they are the only ones that can fully return your missing funds to your account without any deductions, I sincerely appreciate their job and am recommending her to you today.
31.03.25 11:00 maryjul75

Fast Agent Recovery is a consulting firm that specializes in the recovery of assets from financial fraud. We know how to recover your funds and we have helped thousands of scam victims from around the world to recover their money. If you are a victim of Binary Options fraud, Forex fraud, Bitcoin fraud, Dating scams or one of the many other the online fraudulent practices that permeate the internet then file a complaint on www.fastrecoveryagent,.com to get an assessment if we can help you get your money back too. File a complaint: https://www.fastrecoveryagent.com/
02.04.25 23:16 frederickhandy

**Reclaim Crypto & Bitcoin Losses - CALL HACKATHON TECH SOLUTIONS**
02.04.25 23:18 frederickhandy

Trace Your Lost Crypto: Reclaim Bitcoin Losses - Visit HACKATHON TECH SOLUTIONS If you have invested your hard-earned crypto funds or money in some online Platform and now you can't withdraw OR they just disappeared with your crypto, it can be so frustrating and disheartening. However, there are steps you can take to increase your chances of recovering your funds from these unscrupulous individuals. One option you can consider is reaching out to HACKATHON TECH SOLUTIONS, a reputable and reliable cryptocurrency recovery service that specializes in helping individuals recover lost or stolen cryptocurrencies. They have a team of experts who are experienced in dealing with various types of cryptocurrency recovery cases and have a high success rate in recovering lost funds for their clients. Their services are secure, confidential, and efficient, making them one of the best options for anyone in need of cryptocurrency recovery assistance. Get in touch with HACKATHON TECH SOLUTIONS via below contact details. Whatsapp: +31 6 47999256 Website:https://hackathontechsolutions.com Telegram: @hackathontechsolutions Email: [email protected]
03.04.25 07:57 messijohn

"XRP Stolen by Fake Trading Platform? Here’s How I Got Mine Back; I was scammed by a fake trading platform and lost my XRP, but thankfully, Sylvester Bryant helped me recover it. His expertise in asset recovery is unmatched, and I highly recommend him if you’ve been a victim of an online scam. You can reach out to Sylvester for professional assistance via: 📧 Email: Yt7cracker@gmail. com 📞 WhatsApp/Text: +1 (512) 577-7957 He’s trustworthy, skilled, and has helped many people recover their stolen crypto from various scams. Don’t hesitate to contact him if you need help!"
03.04.25 10:58 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
03.04.25 10:58 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 His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.04.25 09:49 mkihn634

When my $870,000 Bitcoin investment was trapped in the crumbling ruins of an offshore exchange, I felt as if my financial future had been buried at sea. It was meant to be my safety net, a shield against life’s uncertainties, but now it seemed like nothing more than a digital ghost. Each news update about the exchange's insolvency hit me like a tidal wave, dragging my hope under. It was a sleepless night, scanning through horror stories in forums as other people were losing everything. I could see my dreams flying out the window. That is until a former client, who had weathered a similar storm, said GRAYWARE TECH SERVICES in a hushed but confident tone. "They are the best there is," he said. "They were like detectives and lawyers.". Desperation drove me to call them, and in the initial discussion, I knew I was dealing with experts who had experienced everything. Their legal experts were well-versed with international financial rules like the back of their hands. They deciphered the network of shell corporations and offshore locations quicker than I could update my email. Their technical team, no less relentless, followed the transaction trails with precision akin to a surgeon. What impressed me most was their thoroughness. Every update came with legal documentation so polished it looked fit for a courtroom. They liaised with authorities across borders, cutting through red tape with the precision of a seasoned diplomat. When obstacles arose, and they did, the team adapted without breaking stride. Their persistence became my anchor. Exactly 27 days after my initial call, I received an email that made my heart skip. My Bitcoin had been recovered and safely transferred to my new secure wallet. I stared at the screen, tears mixing with disbelief and relief. GRAYWARE TECH SERVICES not only retrieved my money but also restored my faith in getting finances. They guided me through the entire process of protecting my assets in this unstable world known as the online space. I now sleep soundly knowing that an impenetrable system shields my backside, thanks to their assistance. Their legal acumen is as sharp as their technological prowess. I owe my financial future to their tireless work. They truly are the guardians of the digital age. You can reach them on web at ( https://graywaretechservices.com/ ) also on Mail: ([email protected]) whatsapp (+18582759508)
06.04.25 02:29 famousmullica

BITCOIN SCAM RESTITUTION EXPERT CONTACT DUNAMIS CYBER SOLUTIONDeFi was going to be the future of finance, open, trustless, unstoppable. I was completely on board, planting yields like some kind of digital Johnny Appleseed. My collateral secured with Bitcoin was humming along on my favorite lending platform, earning me passive income while I slept. In came the flash loan attack. One moment, I had six figures securely staked. The next, my positions were liquidated at the speed of regret. My loans, my collateral, my well-thought-out portfolio, poof. Panic came faster than an Ethereum gas spike. I scanned Twitter, hoping it was FUD. Not a chance. Smart contract compromised. Funds stolen. The protocol team acted swiftly to do something, but damage was already done. I spent the next 24 hours jumping back and forth between desperation and denial before coming across a blog post called "DeFi Forensics: Tracing Exploited Funds in a Trustless World." The author? DUNAMIS CYBER SOLUTION. By then, I was willing to call in actual DUNAMIS CYBER SOLUTION if it would make me receive my money back. They responded faster than an MEV bot on a profitable trade. They'd seen it before, protocol exploits, flash loan tricks, liquidation spirals. They followed the stolen money as it bounced through mixers, DEXes, and illicit yield farms. Then the real magic: swapping with white-hat hackers who'd picked up a slice of drained liquidity. Yeah, it seems even crypto pirates have honor. I lingered in suspense for 12 torturous days, reloading the balance in my purse as if there was no tomorrow. And miracle of miracles. DUNAMIS CYBER SOLUTION recovered 90% of what was pilfered. In crypto parlance, it's like extricating from a crashed car and escaping with only a dented fender. I might have lost money, but in exchange, I gained something sweeter, experience-hardened nous. Now I farm returns, not regrets. I triple verify smart contract audits like my life depends on it. I diversify risk across platforms like a neurotic squirrel burying nuts. And when new DeFi platforms are providing "ungodly APYs", I laugh. Because if it smells like magic, it's probably just a rug pull waiting to happen. Lesson learned. Thanks, DUNAMIS CYBER SOLUTION. And what if another exploit ever falls into my hands? I know exactly whom to phone. [email protected] +13433030545 [email protected]
06.04.25 11:30 maryjul75

As at September this year I got scammed by a fake investment broker, they took my savings, happiness, health, hope, trust and left me in tears and agony. My next thought was capitalized on suicide attempts, I also tried two different hackers who lured me to borrow for my colleagues but yet another scam. I saw a link on my Facebook group which I joined and luckily I came across www.fastrecoveryagent.com, they work in hand with the FBI in the united states. So I reported my case with evidence of payment made to the so-called investment broker, the ic3 investigator's carried out investigation to confirm if I was also tell the truth and after they must have concluded on my case I received back my money. I'm so grateful for your help today, words alone can't show how Happy and Alive I'm ever since I came across your great works. Thanks once more.
07.04.25 11:16 Lindaporche5

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07.04.25 11:16 Lindaporche5

They froze my $275K in Bitcoin. Blockchain cyber retrieve took actions. Running a startup in Nigeria is already a wild ride power cuts, red tape, and FX rates that dance like Afrobeats. But the day the government banned crypto transactions? Game over. My funds were locked in an exchange wallet. No access, No help I tried everything VPNs, New accounts Support bots. Nothing changed, Then someone in a Signal group dropped the name: BLOCKCHAIN CYBER RETRIEVE. These folks didn’t fight the exchange they outsmarted it. Peer-to-peer protocols. DeFi tools. Secure escrow networks. Nine days later, I got the email “Wallet restored. Check your balance. Every Single Satoshi. Was back. Since then? Fully decentralized, Unbothered, Unbanked. Whenever new laws try to stifle African innovation, I just sip palm wine and say: Let them try. We’ve got BLOCKCHAIN CYBER RETRIEVE now.” CONTACT THEM: Whatsapp +1, 5,2,0, 5,6,4, 8,3 0 0 Email: B L O C K C H A I N C Y B E R R E T R I E V E @ P O S T . C O M OR SUPPORT @ B L O C K C H A I N C Y B E R R E T R I E V E .O R G
07.04.25 18:09 rashmiramesh

I was introduced to crypto by my son a few years ago, I invested in USDT and BTC using Binance, I have several accounts including personal bank accounts so I was unable to keep up with all of them and ended up forgetting my secret codes used in accessing the account, I asked my son to help me since he had introduced me Crypto, unfortunately he gave me bad news that I had lost my investment, I was so heartbroken considering I had invested my life saving of $70,700, I narrated my ordeal to one of my friends who happened to know someone who had a similar experience, so after I met him he directed to where he got help, he told me that LEE ULTIMATE HACKER who were able to help him with his recovery problem, I quickly contacted them to help me with my lost funds, I was a bit skeptical about it coz of what I had gone through the last few days, the frustration and anxiety was getting to me, after contacting LEE ULTIMATE HACKER one of their team members took me through the recovery process explaining on how it works and what was required from my end ,he informed me that it would take 12 hours for my funds to be recovered, I was so anxious but they assured me that all will be well and soon enough I will be able to have full control of my wallet, true to their word LEE ULTIMATE HACKER team were able to recover my wallet and I was able to access and change my log ins to my wallet, I was so happy and I couldn’t believe it I logged in and out of my account a few times just to be sure, for any lost crypto contact LEE ULTIMATE HACKER via LEEULTIMATEHACKER @ AOL . COM telegram: LEEULTIMATE wh@tsapp +1 (715) 314 - 9248 the solution to all your recovery problems.
07.04.25 18:32 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: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover
07.04.25 18:32 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: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover
07.04.25 21:03 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 His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
08.04.25 03:00 natashaohnson

Working in conflict zones means improvising. When normal banking channels failed us, our NGO relied on Bitcoin to buy medical supplies directly. It worked, until a missile strike took out our field office, along with the hardware wallet that stored $410,000 in funds. Overnight, our ability to deliver life-saving aid is paralyzed. Amidst the chaos, I reached out to contacts in the humanitarian world. A UN aid worker whispered a name: Cyber Constable Intelligence. "They're the ones who can help you recover lost crypto," he assured me. Despair and hope clashed as I dialed their team on a satellite phone in a conflict zone. What followed was nothing short of a virtual rescue mission. Cyber Constable Intelligence's blockchain forensic experts didn't simply "recover" our assets; they improvised a fix like battlefield medics performing triage. They tracked our wallet's blockchain timestamps, reconstructing lost credentials from synced backups and transaction history. Working under direst duress, we communicated information between spotty internet and backup power sources. Cyber Constable Intelligence team members improvised, rendering security protocols impenetrable as they worked through the jurisdictional nightmares of working within war zones. Every update from them was a pulse that kept our mission alive. After our last available backup failed, they instituted a complex cryptographic reconstruction technique, a process I still don't understand, but it worked. Twelve days later, my satellite device displayed a message: "Access restored. Funds secured." It was not money. It was bandages, antibiotics, clean water, and hope. Thanks to Cyber Constable Intelligence, we replenish our medical supplies, ensuring that patients, innocent victims who had been caught in the crossfire, received the treatment they deserved. More than restoration, they advised us on decentralized storage and multi-signature security for long-term durability. We don't simply utilize Bitcoin presently; we utilize it astutely. Now, each time I sign a crypto transaction, I remember that minute, receiving life-saving medication that might not have come but for this group. In times of war, not every hero wears a uniform. Some carry keyboards, hunting down lost assets and securing humanitarian aid. Cyber Constable Intelligence not only restored our crypto, they kept our mission in the battle. If you think Bitcoin is just an investment, think again. To us, it's a lifeline. CYBER CONSTABLE INTELLIGENCE INFO: WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com Email Info [email protected] Telegram Info: https://t.me/cyberconstable
10.04.25 23:26 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. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.04.25 23:27 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. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.04.25 00:48 patricialovick86

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11.04.25 03:20 edwardoelliott6

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13.04.25 01:13 michaeldavenport218

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18.04.25 20:39 michaeldavenport218

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18.04.25 20:39 michaeldavenport218

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19.04.25 02:00 [email protected]

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20.04.25 17:22 patricialovick86

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20.04.25 17:22 patricialovick86

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21.04.25 03:51 gleerandon

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21.04.25 12:19 michaeldavenport218

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24.04.25 18:04 Marcus Sandford

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26.04.25 19:01 ashlyncarson

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27.04.25 02:41 elizabethrush89

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29.04.25 12:10 walterkeith2004

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30.04.25 16:39 ratty clara

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30.04.25 22:56 thomaslilley99

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01.05.25 06:40 armand231101

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01.05.25 14:46 kookersylvia81

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01.05.25 20:59 elizabethrush89

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01.05.25 20:59 elizabethrush89

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03.05.25 05:01 melissaholroyd

"The breakthrough came when they traced the stolen BTC to a lesser-known Pakistani exchange. By collaborating with Interpol and Pakistani authorities, they managed to freeze the exchange account that held the bulk of my stolen coins. Although 0.3 BTC had already been liquidated, 3.2 BTC ($128,000) was successfully recovered and returned to me within 12 days. As for the people behind the scam, the click farm’s operators are now facing fraud and money laundering charges. I’m incredibly grateful for the hard work of Tech Cyber Force Recovery. They didn’t just help me recover my funds, they sent a clear message that scams like this won’t go unpunished. It’s a reminder that while the crypto space can be risky, there are Tech Cyber Force recovery teams out there who will fight to bring justice. WhatsApp +1 561 726 36 97 telegram (@)Techcyberforc
03.05.25 12:24 ratty clara

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08.05.25 03:35 jwright70

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13.05.25 19:18 canemarcus0

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13.05.25 19:24 graceharrison09

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13.05.25 20:21 wendytaylor015

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13.05.25 20:21 wendytaylor015

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14.05.25 14:45 Clarkanderson

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14.05.25 14:45 Clarkanderson

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16.05.25 14:18 patricialovick86

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16.05.25 14:18 patricialovick86

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17.05.25 18:33 marywilliam3544

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19.05.25 05:42 kylebro

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20.05.25 11:40 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 Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.05.25 11:40 robertalfred175

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26.05.25 17:55 Juliuslaurence1

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30.05.25 05:03 kevinpatmore2

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01.06.25 17:55 springthorpecameron5

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02.06.25 16:01 wendytaylor015

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02.06.25 16:01 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
03.06.25 22:21 [email protected]

When I lost $120,000 to obvious price manipulation on a shady derivatives platform, I felt a mix of disbelief and frustration. I had been drawn to this platform by promises of high returns and innovative trading features that seemed too good to be true. Initially, everything appeared to be going well, and I was excited about the potential profits. However, it didn’t take long for me to notice some alarming signs. As I continued to trade, I began to see unusual price fluctuations that didn’t align with the broader market trends. It was as if the platform was orchestrating these movements to manipulate prices in their favor. Despite my growing suspicions, the allure of quick profits kept me engaged. I convinced myself that I could navigate the volatility and come out ahead. Unfortunately, that was a grave mistake. I suffered a significant loss, which wiped out a substantial portion of my investment. It was a gut-wrenching moment, and I felt utterly defeated. In my desperation, I reached out to Web-site: www://trustgeekshackexpert.com/ --- (Email: [email protected]] a firm that specializes in recovering lost funds from fraudulent platforms. I hoped they could help me reclaim at least a portion of my losses.[TRUST GEEKS HACK EXPERT] was incredibly supportive and trustyworthy. They conducted a thorough investigation into the platform’s operations and quickly uncovered the truth was the exchange was fake and designed to exploit unsuspecting traders like me. [TRUST GEEKS HACK EXPERT] revealed that the operators had created a façade of legitimacy, complete with fake testimonials and misleading marketing strategies, to lure in victims.With the evidence gathered by [TRUST GEEKS HACK EXPERT], they took decisive action. They traced my lost funds to the operators’ cold wallets, which are typically used to store cryptocurrencies securely offline. This was a crucial step, as it allowed [TRUST GEEKS HACK EXPERT] to pinpoint where my stolen funds were held. Through a combination of legal pressure and technical expertise, they managed to negotiate the return of $95,000 to me a significant portion of my initial loss.This has been a stark reminder of the risks associated with trading on unregulated platforms. Thanks to [TRUST GEEKS HACK EXPERT], I learned the hard way that it’s essential to conduct thorough research before engaging with any trading service. I now recognize the signs of potential fraud, such as unrealistic profit promises and a lack of transparency. The successful recovery of my funds by [TRUST GEEKS HACK EXPERT]
06.06.25 18:43 jack67667766

Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at [email protected] or on WhatsApp at ‪+44 736 644 5035‬.
08.06.25 12:49 jack67667766

Jasmine Lopez es una experta en recuperar criptomonedas robadas, como Ethereum y USDT. Ella usa métodos efectivos que la hacen una buena ayuda para quienes han sido víctimas de robo. Un cliente que perdió 908 mil euros acudió a ella, y en un día, Jasmine logró devolverle toda la cantidad. Esto trajo gran alivio al cliente. Ella tiene como objetivo ayudar a otros en situaciones similares y está lista para ofrecer apoyo. Si necesitas ayuda para recuperar fondos perdidos, puedes contactarla por correo electrónico en [email protected] o por WhatsApp al número ‪+44 736 644 5035‬.
09.06.25 19:49 garnierroux

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21.06.25 04:37 jamesgrant

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23.06.25 15:44 michaeldavenport218

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23.06.25 15:44 michaeldavenport218

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24.06.25 04:10 Beth Wilson

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24.06.25 04:10 Beth Wilson

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24.06.25 04:10 Beth Wilson

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24.06.25 04:10 Beth Wilson

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24.06.25 04:12 Beth Wilson

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24.06.25 04:14 Beth Wilson

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24.06.25 04:14 Beth Wilson

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24.06.25 04:18 Beth Wilson

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24.06.25 04:23 Beth Wilson

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25.06.25 22:56 rennebrandon

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26.06.25 20:33 paulmargaret

Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams
00:46 paulmargaret

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