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Локальная RAG-система на Go, PostgreSQL и Ollama без облачных API

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В настоящее время Retrieval-Augmented Generation (RAG) стал одним из самых популярных подходов к построению интеллектуальных помощников, корпоративных чат-ботов и систем поиска по внутренней документации. Вместо дорогостоящего дообучения языковой модели, RAG позволяет использовать уже существующие документы, находя в них релевантную информацию и передавая её модели в качестве контекста.

На первый взгляд задача кажется простой: загрузить документы, сгенерировать эмбеддинги и подключить LLM — и система готова. Однако на практике возникает целый ряд вопросов: как оптимально делить документ на чанки; как сгенерировать эмбеддинги и где их хранить; как организовать поиск; чем отличаются модели, применяемые для эмбеддингов и для формирования ответа?

Что такое эмбеддинг и чанки

Эмбеддинг (embedding — вложение, внедрение) — это способ представления реальных объектов (слов, картинок, звуков) в виде векторов, то есть упорядоченных списков чисел фиксированной длины. Главная фишка эмбеддингов — они кодируют скрытый смысл объектов: если два объекта похожи по сути, то и их числовые векторы в многомерном пространстве будут находиться близко друг к другу.

Чанк — минимальная структурированная единица текста, полученная путём разбиения документа на части заданного максимального размера (по токенам или словам). Каждый чанк содержит фрагмент текста и метаданные и служит единицей обработки на этапах индексации и запроса.

Большинство примеров в интернете предлагают готовый стек из OpenAI API, LangChain и облачных векторных баз данных. Такой подход действительно позволяет быстро собрать прототип, но для разработчика он работает как «черный ящик». Фреймворки вроде LangChain или LlamaIndex вызывают под капотом сложные абстракции, скрывая от нас всю внутреннюю механику: вы не видите, как именно текст режется на чанки, как вызываются математические функции сравнения векторов и как формируется финальный промпт.

В реальных проектах такой подход часто упирается в жесткие ограничения:

  1. Конфиденциальность: корпоративные документы нельзя отправлять в зарубежные облачные API.

  2. Автономность: система должна работать в закрытом контуре без доступа в интернет.

  3. Контроль: готовые библиотеки усложняют кастомизацию поиска, когда стандартных алгоритмов становится недостаточно.

Чтобы обойти эти ограничения и по-настоящему разобраться в архитектуре RAG, мы откажемся от тяжелых фреймворков и соберем систему на базе понятного, легковесного и полностью локального стека: Go + PostgreSQL + Ollama. Почему этот стек:

  1. Go — хорошо подходит для написания ядра системы. Он компилируется в один легковесный бинарник, не требует тяжелых runtime-зависимостей (в отличие от Python) и из коробки предоставляет мощные инструменты конкурентности для быстрой параллельной обработки сотен документов.

  2. PostgreSQL с расширением pgvector — избавляет от необходимости разворачивать и поддерживать отдельную векторную БД. Мы берем проверенную временем реляционную базу, которая уже есть в инфраструктуре 90% проектов, и храним числовые векторы (эмбеддинги) прямо рядом с текстом чанков, связывая их стандартными SQL-запросами.

  3. Ollama — реализует сложную работу по запуску и оркестрации локальных моделей. Она предоставляет простой локальный REST API: мы отправляем ей чанк текста — она возвращает вектор эмбеддинга; отправляем промпт — она генерирует ответ, используя мощности вашего CPU или GPU, без внешних запросов.

Разумеется, в рамках одной статьи невозможно охватить все тонкости создания RAG. Поэтому мы ограничимся учебным прототипом: он не предназначен для промышленной эксплуатации, но наглядно показывает ключевые принципы и типовые подходы к построению RAG-систем. Язык реализации — Go, но для понимания RAG это не принципиально: тот же пайплайн можно собрать на Python, JavaScript или любом другом знакомом вам языке.

В результате получится полностью автономная система, которую можно запустить на обычной машине без облачных сервисов и платных API. Конечно, такой проект нельзя назвать полноценной production-системой, однако он охватывает все ключевые этапы классического RAG: индексацию документов, хранение эмбеддингов, семантический поиск и генерацию ответа на основе найденного контекста.

По ходу статьи мы не только реализуем этот пайплайн, но и разберём, почему были выбраны именно такие архитектурные решения, какие у них есть ограничения и в каких случаях их стоит заменить более специализированными инструментами. Сделали репозиторий на GitHub, который можно скопировать себе и воспроизвести примеры на практике.

Чтобы было нагляднее, представим, что мы разрабатываем RAG-систему для компании «Ёлки-метёлки Ltd». У компании есть своя история, миссия и набор нормативных документов. В репозитории они лежат в папке examples в формате Markdown — они нам ещё пригодятся. А пока — в путь!

Для начала: что вообще такое RAG и зачем он нужен

RAG — это архитектурный подход, который позволяет объединить большую языковую модель (LLM) с внешней базой знаний. Идея довольно проста: вместо того чтобы заставлять модель вспоминать информацию, мы сначала просим её найти подходящие документы, а уже потом сформулировать ответ на их основе.

Такой подход появился не случайно. Если использовать LLM как есть, без доступа к внешним данным, довольно быстро проявляются её ограничения.

  1. Знания модели ограничены моментом её обучения. Она ничего не знает о документах, созданных позже, а тем более о внутренних регламентах, корпоративной документации или пользовательских данных.

  2. Языковая модель умеет убедительно генерировать текст. Если нужной информации нет, она может не признаться в этом, а построить правдоподобный, но неверный ответ — то есть галлюцинировать.

  3. Ответ модели практически невозможно проверить. Даже если он выглядит убедительно, пользователь не может понять, на основании каких источников он был получен.

RAG устраняет эти проблемы, разделяя процесс обработки запроса на два независимых этапа. Сначала система ищет в базе знаний наиболее подходящие фрагменты документов, а затем передаёт их языковой модели в качестве дополнительного контекста. Общий процесс выглядит следующим образом:

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Каждый этап отвечает за свою задачу:

  1. Запрос: пользователь отправляет свой вопрос через API.

  2. Построение эмбеддинга: текст вопроса преобразуется в векторное представление (эмбеддинг).

  3. Поиск: эмбеддинг запроса сравнивается с базой эмбеддингов, полученных при индексации документов.

  4. Извлечение: система отбирает топ наиболее релевантных текстовых фрагментов.

  5. Генерация: отобранный контекст вместе с исходным вопросом передается в LLM.

  6. Ответ: языковая модель генерирует итоговый релевантный ответ.

Важно понимать: в архитектуре RAG языковая модель перестает быть источником знаний. Её задача — не хранить информацию, а формулировать ответ, используя документы, найденные системой поиска. Именно поэтому качество RAG во многом зависит не только от выбранной LLM, но и от того, насколько хорошо реализованы индексация документов, разбиение на чанки и семантический поиск.

Архитектура системы

Теперь посмотрим на архитектуру нашего проекта. Несмотря на небольшой размер, система состоит из нескольких независимых компонентов, каждый из которых отвечает только за одну задачу. Такое разделение позволяет упростить разработку, тестирование и дальнейшее развитие проекта.

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На схеме сразу бросается в глаза одна особенность: индексация документов и обработка пользовательских запросов полностью разделены.

Это сделано намеренно.

Индексация — длительная офлайн-операция. Она включает чтение файлов, разбиение текста на чанки, вычисление эмбеддингов и сохранение результатов в базе данных. Пользователь не взаимодействует с этим процессом напрямую, поэтому скорость его выполнения не критична.

REST API, напротив, обслуживает пользовательские запросы в режиме реального времени. Здесь важны минимальная задержка ответа и предсказуемое время выполнения каждого запроса.

Поэтому проект состоит из двух отдельных приложений:

Компонент

Назначение

ingest CLI

Индексация документов: чтение файлов, чанкинг, построение эмбеддингов и сохранение в PostgreSQL

REST API

Приём запросов, поиск релевантных чанков и генерация ответа

PostgreSQL + pgvector

Хранение документов, эмбеддингов и выполнение семантического поиска

Ollama

Построение эмбеддингов и генерация ответа языковой моделью

Оба приложения используют общие пакеты из internal/, но имеют разные точки входа (cmd/ingest и cmd/api). Такое разделение позволяет независимо развивать оба компонента. Например, в будущем CLI можно заменить фоновой очередью обработки документов, не меняя REST API.

Почему именно такая архитектура

При проектировании системы хотелось добиться двух вещей: сохранить архитектуру максимально простой, но не жертвовать расширяемостью. Поэтому каждый компонент отвечает только за одну задачу. CLI ничего не знает о пользовательских запросах; REST API ничего не знает о процессе индексации; PostgreSQL отвечает исключительно за хранение данных; Ollama занимается только построением эмбеддингов и генерацией текста. Благодаря этому заменить любой из компонентов можно практически независимо. Например: вместо PostgreSQL использовать Qdrant; вместо Ollama подключить OpenAI или vLLM; вместо REST API реализовать gRPC-сервис. При этом остальные компоненты системы практически не изменятся.

Где хранятся данные

Во время индексации система создаёт две сущности. Документ — информация о файле (название, путь, дата загрузки). Каждый документ может содержать десятки или сотни чанков, поэтому используется классическая схема один ко многим. При удалении документа автоматически удаляются и все связанные чанки благодаря внешнему ключу с ON DELETE CASCADE. Такое разделение позволяет независимо работать как со списком документов, так и с их содержимым.

Почему Ollama

Для построения RAG необходимы две разные модели LLM: первая преобразует текст в эмбеддинги, вторая отвечает за генерацию текста. В данном проекте оркестрацию обеих моделей берет на себя Ollama. Она предоставляет единую локальную среду для их запуска и управления, что даёт несколько важных преимуществ:

  1. все вычисления происходят локально;

  2. документы не покидают компьютер;

  3. не нужно платить за запросы;

  4. модели можно заменить буквально одной переменной окружения.

Используются две модели.

Модель

Назначение

nomic-embed-text

Построение эмбеддингов размерностью 768

llama3.2

Генерация ответа по найденному контексту

Важно понимать, что модель эмбеддингов (nomic-embed-text) используется как при индексации документов, так и при обработке пользовательских запросов. Если проиндексировать документы одной моделью, а затем вопросы преобразовывать другой, эмбеддинги окажутся в разных векторных пространствах, и качество поиска резко ухудшится. Это одна из самых распространенных ошибок при знакомстве с RAG.

Важно понимать, что модель эмбеддингов (nomic-embed-text) используется как при индексации документов, так и при обработке пользовательских запросов. Если проиндексировать документы одной моделью, а затем вопросы преобразовывать другой, эмбеддинги окажутся в разных векторных пространствах, и качество поиска резко ухудшится. Это одна из самых распространенных ошибок при знакомстве с RAG.

После генерации эмбеддингов встает вопрос: как быстро найти среди тысяч или миллионов векторов наиболее похожие на поисковый запрос. Самый очевидный путь — точный поиск (Exact Search) через полный перебор таблицы: ORDER BY vector <=> query_vector. Он отлично работает на малых объемах, но с ростом базы линейная сложность (O(N)) парализует систему: при каждом запросе PostgreSQL придется сканировать все строки и сравнивать вектор запроса со всеми эмбеддингами в таблице.

Для оптимизации используют приближенный поиск (ANN — Approximate Nearest Neighbor) и алгоритм HNSW (Hierarchical Navigable Small World). Вместо полного перебора он строит над векторами многослойный граф близости, реализуя концепцию «шести рукопожатий»:

  • Верхние слои содержат редкие векторы-ориентиры. Поиск начинается здесь: алгоритм делает огромные прыжки, чтобы быстро локализовать нужную область многомерного пространства.

  • Нижние слои содержат плотную сеть векторов. Спускаясь туда, алгоритм делает мелкие шаги, ювелирно докручивая точечную точность.

В итоге сложность поиска падает до логарифмической — (O(log N)). База находит релевантный контекст за приемлемое время даже на миллионах строк, жертвуя лишь микроскопической долей точности. В PostgreSQL вся эта математика графов разворачивается одной миграцией:

CREATE INDEX idx_chunks_embedding 
ON chunks USING hnsw (embedding vector_cosine_ops);

В нашем проекте поиск выполняется по косинусному расстоянию (для этого мы и указали vector_cosine_ops в индексе).

Оператор<=>, предоставляемый расширением pgvector, возвращает математическое расстояние между двумя векторами: чем оно меньше, тем ближе тексты по смыслу. Однако отдавать «сырое» расстояние клиенту неудобно. Чтобы инвертировать логику и сделать метрику интуитивно понятной, мы преобразуем расстояние в привычный score (коэффициент сходства) по простой формуле:

score = 1 — distance

Теперь большее значение score (ближе к 1.0) соответствует максимальной релевантности найденного фрагмента текста.

Схема базы данных

Несмотря на то что RAG ассоциируется прежде всего с векторным поиском, основу нашей системы составляет вполне обычная реляционная база данных.

Для хранения информации используются две таблицы: documents — сведения о загруженных документах; chunks — текстовые фрагменты и соответствующие им эмбеддинги.

Схема выглядит следующим образом.

CREATE EXTENSION IF NOT EXISTS vector;

CREATE TABLE documents (

    id          BIGSERIAL PRIMARY KEY,

    title       TEXT NOT NULL,

    source_path TEXT NOT NULL DEFAULT '',

    created_at  TIMESTAMPTZ NOT NULL DEFAULT now()

);

CREATE TABLE chunks (

    id           BIGSERIAL PRIMARY KEY,

    document_id  BIGINT NOT NULL REFERENCES documents(id) ON DELETE CASCADE,

    content      TEXT NOT NULL,

    chunk_index  INT NOT NULL,

    embedding    vector(768),

    created_at   TIMESTAMPTZ NOT NULL DEFAULT now()

);

Может возникнуть вопрос: почему не хранить всё в одной таблице?

Документ и его текстовые фрагменты — это сущности разного уровня. Документ содержит только метаданные: название; путь к файлу; дату загрузки.

Основной объём данных находится именно в чанках. Каждый документ может быть разбит на десятки или даже сотни фрагментов, и для каждого из них хранится собственный эмбеддинг.

Такое разделение даёт несколько преимуществ. API может быстро получить список документов, не загружая содержимое всех чанков. Удаление документа автоматически удаляет связанные с ним фрагменты благодаря ON DELETE CASCADE. При необходимости к документам легко добавить новые метаданные (автор, категория, теги), не затрагивая таблицу с эмбеддингами.

Замечание. Размерность поля vector(768) напрямую зависит от используемой модели эмбеддингов. В нашем случае используется nomic-embed-text, которая возвращает векторы длиной 768 элементов. Если заменить модель, схему базы данных и индекс придётся пересоздать, а документы — переиндексировать.

Пайплайн индексации (ingest)

Теперь посмотрим, что происходит после того, как пользователь запускает CLI для загрузки документов.

На высоком уровне процесс выглядит достаточно просто.

2c244424aceeeab451b795abc6824cbf.png

Шаг 1. Чтение файла

CLI поддерживает несколько распространенных текстовых форматов: .txt, .md, .go, .json, .yaml, .yml. Для демонстрационного проекта этого более чем достаточно. Файл полностью считывается в память и передаётся следующему этапу обработки. Разумеется, в production-системе такой подход имеет ограничения. При работе с большими файлами обычно используют потоковую обработку, а список поддерживаемых форматов расширяют за счёт PDF, DOCX, HTML и других типов документов. Однако в нашем случае важно показать сам принцип работы RAG, не отвлекаясь на особенности парсеров.

Шаг 2. Разбиение на чанки

Это один из самых важных этапов всей системы. Интуитивно может показаться, что проще построить один эмбеддинг для всего документа. На практике такой подход почти никогда не работает.

  1. Языковые модели имеют ограничение на размер входного текста.

  2. Один вектор начинает описывать сразу несколько независимых тем. Чем длиннее документ, тем сильнее "размывается" его семантика, а значит, снижается качество поиска.

Поэтому документ сначала разбивается на небольшие перекрывающиеся фрагменты — чанки. По умолчанию используются следующие параметры: размер чанка — 500 символов; перекрытие — 50 символов.

Схематично это выглядит так:

96a154e2850a262d575a86a48e7c2ae7.png

Перекрытие играет важную роль. Представим, что предложение оказалось ровно на границе двух чанков. Если разделить текст без перекрытия, часть смысла попадёт в один фрагмент, а часть — в другой. В результате оба эмбеддинга могут оказаться менее информативными. Небольшое пересечение позволяет сохранить контекст и заметно повышает качество поиска. Ещё одна деталь, на которую стоит обратить внимание, — в нашем случае, разбиение выполняется не по байтам, а по рунам ([]rune). Это позволяет корректно работать с UTF-8 и гарантирует, что кириллица, эмодзи и любые другие многобайтовые символы не будут разрезаны посередине.

Шаг 3. Построение эмбеддингов

После разбиения документа каждый чанк независимо отправляется в Ollama. Запрос выполняется через HTTP API:

POST /api/embeddings

В ответ Ollama возвращает массив из 768 чисел с плавающей точкой. Именно этот массив и называется эмбеддингом. Важно понимать, что эмбеддинг хранит не текст, а его семантическое представление.

Шаг 4. Запись в БД

После получения эмбеддингов остаётся сохранить результаты в базе данных. Для каждого документа выполняются две операции.

  1. Создаётся запись в таблице documents.

  2. Для каждого чанка добавляется запись в таблицу chunks, содержащая:
    — идентификатор документа;
    — текст чанка;
    — его порядковый номер;
    — вычисленный эмбеддинг.

Перед записью массив чисел сериализуется в строковый формат, который понимает расширение pgvector. Например:

[0.12,-0.34,0.56,...]

После этого документ считается полностью проиндексированным и сразу становится доступен для поиска.

Запуск индексации

После сборки CLI загрузить документы можно одной командой.

Один файл:

./bin/ingest -file ./examples/01-mission.md

Вся директория:

./bin/ingest -dir ./examples

Изменение параметров:

./bin/ingest -file doc.txt \

    -chunk-size 800 \

    -overlap 100

Эти параметры позволяют быстро поэкспериментировать с размером чанков и величиной перекрытия, чтобы увидеть, как они влияют на качество семантического поиска.

Пайплайн запроса (RAG Query)

После того как документы проиндексированы, система готова отвечать на вопросы пользователей.

Разберём, что происходит после получения запроса (во введении мы писали, что для интересна мы пишем систему для передовой компании Ёлки-метёлки):

Ёлки-метёлки Ltd производитель новогодних украшений

На первый взгляд кажется, что вопрос сразу отправляется языковой модели. На самом деле LLM начинает работать только на последнем этапе. До этого система должна найти информацию, на основе которой будет строиться ответ.

Весь процесс выглядит следующим образом.

eb89b97bd22d82bb7c0af1a00d2edf0b.png

1. Векторизация вопроса

Первое, что делает система, — преобразует текст вопроса в эмбеддинг. Для этого используется та же модель nomic-embed-text, которой ранее индексировались документы. Это важный момент. Полученный вектор становится поисковым ключом для следующего этапа.

2. Семантический поиск

Получив эмбеддинг вопроса, система обращается к PostgreSQL. Поиск выполняется обычным SQL-запросом.

SELECT

    c.id,
    c.document_id,
    c.content,
    c.chunk_index,
    1 - (c.embedding <=> $1::vector) AS score
FROM chunks c

WHERE c.embedding IS NOT NULL
ORDER BY c.embedding <=> $1::vector
LIMIT 5;

На первый взгляд запрос выглядит необычно, однако здесь используется всего одна специальная возможность pgvector. Оператор <=> вычисляет косинусное расстояние между двумя векторами. Чем меньше полученное значение, тем ближе документы по смыслу к пользовательскому запросу. Для удобства отображения расстояние преобразуется в привычную оценку релевантности:

score = 1 − distance

Теперь большее значение соответствует более релевантному документу.

Почему именно Top-K = 5? После сортировки система выбирает только несколько наиболее подходящих фрагментов. В проекте используется значение: Top-K = 5

Это компромисс между полнотой контекста и количеством информации, которую получает языковая модель. Если выбрать слишком маленькое значение, существует риск, что важная информация просто не попадёт в промпт. Если же передать модели десятки чанков, возникнет другая проблема — большая часть контекста окажется нерелевантной, а качество ответа начнёт ухудшаться. Универсального значения здесь не существует. Для небольших проектов Top-K = 5 обычно оказывается хорошей отправной точкой, однако в production-системах этот параметр почти всегда подбирается экспериментально.

3. Формирование контекста

После завершения поиска система получает несколько наиболее релевантных чанков.

Например:

[1] **Ёлки-метёлки Ltd** — ведущий российский производитель новогодних украшений, ёлок, гирлянд и метёлок премиум-класса.

---

[2] ## Миссия

Делать каждый праздник ярче, безопаснее и экологичнее, производя украшения, которыми гордятся семьи и бизнес.

---

[3] | 2018 | Основание в гараже, 3 сотрудника, первая гирлянда «Сосновая радость» |

Теперь эти фрагменты объединяются в единый контекст и добавляются в промпт.

Именно здесь происходит буква A в аббревиатуре RAG — Augmented.

Языковая модель получает уже не только вопрос пользователя, но и найденную информацию. Кроме контекста, в промпт добавляется небольшая инструкция.

Например:

Ответь на вопрос, используя только предоставленный контекст.

Если информации недостаточно, честно сообщи об этом.

На первый взгляд подобная инструкция выглядит незначительной.

На практике именно такие ограничения позволяют заметно снизить количество галлюцинаций модели. Разумеется, полностью исключить их невозможно, однако правильно составленный промпт существенно повышает качество ответов.

4. Генерация ответа

На последнем этапе сформированный промпт отправляется в Ollama. Запрос выполняется через стандартный HTTP API:

POST /api/generate

После этого управление полностью переходит языковой модели. Она анализирует вопрос, использует переданный контекст и формирует итоговый ответ. API возвращает не только текст ответа, но и список источников, использованных при поиске. Это позволяет пользователю проверить, на основании каких документов был получен результат. Теперь весь пайплайн можно увидеть в работе.

curl -X POST http://localhost:8080/api/query \
  -H "Content-Type: application/json" \
  -d '{
    "question": "Ёлки-метёлки Ltd производитель новогодних украшений"
  }'

Ответ:

{
  "answer": "Ёлки-метёлки Ltd -- ведущий российский производитель новогодних украшений, ёлок, гирлянд и метёлок премиум-класса. Компания основана в 2018 году в г. Сосновка.",

  "sources": [
    {
      "id": 1,
      "document_id": 1,
      "content": "**Ёлки-метёлки Ltd** -- ведущий российский производитель новогодних украшений, ёлок, гирлянд и метёлок премиум-класса.",
      "chunk_index": 0,
      "score": 0.91
    }
  ]
}

Обратите внимание, что вместе с ответом возвращаются и найденные чанки. Это одно из ключевых преимуществ RAG по сравнению с обычным использованием LLM: пользователь может не только получить ответ, но и проверить, на каких документах он основан.

Структура Go-проекта

К этому моменту у нас уже есть понимание архитектуры RAG и пайплайна обработки данных. Осталось посмотреть, как всё это организовано в коде. Проект специально построен максимально близко к рекомендациям сообщества Go. Здесь нет сложных фреймворков или магии — только стандартная структура каталогов и небольшие независимые пакеты.

9f71e29d58b5bc39a5280daf11acc565.png

Принципы организации кода

cmd/ — только wiring. Точки входа подключают зависимости, запускают сервер или CLI. Бизнес-логики здесь нет.

internal/ — вся логика. Пакет недоступен для импорта извне модуля (ограничение Go).

Разделение embed и llm. Хотя оба клиента ходят в Ollama, они инкапсулируют разные API-эндпоинты. Это упрощает замену: можно подключить другой провайдер эмбеддингов, не трогая LLM.

handler отделён от rag. HTTP-слой не знает деталей RAG-пайплайна. rag.Service можно переиспользовать из gRPC, CLI или тестов без HTTP.

REST API

Метод

Путь

Описание

GET

/health

Проверка доступности API и PostgreSQL

GET

/api/documents

Список загруженных документов

POST

/api/query

RAG-запрос: {"question": "..."}

Docker-инфраструктура

Сервисы

Сервис

Образ

Порт

Назначение

postgres

pgvector/pgvector:pg16

5432

БД + векторный поиск

api

собственный Dockerfile

8080

REST API

ollama

ollama/ollama:latest

11435

LLM (опционально)

ollama-init

ollama/ollama:latest

—

Загрузка моделей (опционально)

Два режима запуска

make up — PostgreSQL + API. Ollama работает на хосте (порт 11434). API обращается к ней через host.docker.internal. Это рекомендуемый режим: не нужно дублировать Ollama в контейнере, нет конфликтов портов.

make up-all — всё в Docker, включая Ollama на порту 11435 (чтобы не конфликтовать с хостовой). Профиль bundled-ollama в docker-compose включает сервисы ollama и ollama-init.

Быстрый старт

1. Скачать модели (на хосте)

ollama pull nomic-embed-text

ollama pull llama3.2

2. Запустить инфраструктуру

make up

3. Собрать CLI

go build -o bin/ingest ./cmd/ingest

4. Загрузить тестовые документы

./bin/ingest -dir ./examples

5. Задать вопрос

make query Q="Что такое RAG?"

Директория examples/ содержит тестовые файлы описания нашей вымышленной компании, их можно заменить своими и поэкспериментировать с тем как будет работать RAG.

Заключение

За последнее время концепция RAG стала стандартом в области генеративного ИИ. Из-за обилия готовых библиотек часто возникает иллюзия, что для построения такой системы необходимы сложные enterprise-фреймворки и облачные API. В этой статье мы показали обратное, шаг за шагом собрав полностью автономную RAG-систему, реализующую все базовые этапы: сегментацию текста, векторизацию, семантический поиск и генерацию ответа на основе контекста.

Предложенная реализация не является коммерческим решением — в ней осознанно опущены механизмы гибридного поиска, реранкинга документов и потокового инференса. Однако лаконичность архитектуры позволяет полностью освоить её за один вечер. При масштабировании проекта вам не придётся менять фундамент; развитие системы пойдет по пути модульной модернизации — интеграции более точных моделей, оптимизации стратегий чанкинга или выноса индексации в отдельный сервис. При этом ключевой конвейер останется неизменным:

Документы → Чанки → Эмбеддинги → Семантический поиск → Контекст → LLM → Ответ

Понимание базовой механики RAG важнее владения конкретным инструментарием. Фреймворки и библиотеки неизбежно устаревают, в то время как базовые принципы Retrieval-Augmented Generation остаются стандартом индустрии.

Автор статьи — Александр Донцов

НЛО прилетело и оставило здесь промокод для читателей нашего блога:
-15% на заказ нового VDS — HABRFIRSTVDS.

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    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected]. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 15.06.26 13:59 Ewaguz

    If a binary options broker refuses your withdrawal, do not pay any "verification fees" or "tax fees." These are lies designed to extract more money. Stop communicating with their support team – they are trained to stall. Instead, immediately document every transaction, screenshot your account balance, and contact a professional recovery specialist. BinaryBook stole €14,500 from me before I learned this. FundsRetriever traced the deposits and recovered everything within two weeks. Do not wait. Do not pay more fees. Act now. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:16 Martina k.

    Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:18 Garrison Good

    If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then hire a forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:22 Sallymarch

    Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:23 Glennrobble

    If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:25 Evan Garrison

    Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:26 Ewaguz

    That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 16:34 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

  • 15.06.26 16:34 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

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t

  • 16.06.26 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 Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.06.26 11:43 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

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

    I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.

  • 20.06.26 14:57 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

  • 20.06.26 14:57 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

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 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

  • 24.06.26 01:58 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

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 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

  • 24.06.26 22:01 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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 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

  • 26.06.26 01:04 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

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 02.07.26 01:26 Clara Morin

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  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 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

  • 07.07.26 18:01 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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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