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Hybrid RAG knowledge base за 15 минут — почему пришлось собрать свою lite версию RAG и в чем опасность RAG фреймворков

Архитектура Hybrid RAG систем заняла нишу корпоративных баз знаний, став стандартом для построения сервисов генерации контента на основе внутренних корпоративных данных. Уже пару лет у этого подхода практически нет альтернатив, когда речь заходит о сочетании возможностей генеративного ИИ с требованиями корпоративной безопасности и доверия к полученным результатам. Ключевое преимущество RAG перед обычным взаимодействием с нейросетями заключается в прозрачности: мы четко видим, на основе каких документов был сформирован ответ, и можем проверить каждый шаг пайплайна

Почти в каждом проекте, которые мне удалось наблюдать, происходило одно и то же - сначала команда стартует с LangChain или LlamaIndex, через пару месяцев пайплайн становится неуправляемым, далее половина фреймворка выкидывается и пишется свой костомный retrieval. В итоге архитектура почти всегда выглядит одинаково - Frontend + Python backend + vector search + LLM API

В этой статье я покажу почему это происходит, поделюсь сложностями с которыми можно столкнуться при реализации корпоративных баз знаний основанных на RAG технологиях, расскажу почему готовые фреймворки иногда могут быть опасны для проекта и как я пришел к созданию универсальной сборки RAG системы разворачиваемой за 15 минут

Ранее в своих статьях Методы построения RAG систем, Hybrid RAG: методы реализации. я разбирал теоретические и практические аспекты и делился своим опытом реализации подходов и практик в области простых и гибридных RAG систем. Вопросы всегда можно задать здесь

Почему свой RAG

За последние два года вокруг RAG систем сформировалась огромная инфраструктура. Появились специализированные фреймворки и облачные сервисы. Однако, если присмотреться к реальным запросам бизнеса, вырисовывается устойчивый паттерн. Компании хотят быстрый запуск без глубокого погружения в разработку продукта, в пару кликов загрузить корпоративные документы и получать ответы на запросы по своим внутренним документам. Компаниям не нужен очередной конструктор с бесконечными настройками. а востребована легкая, быстро разворачиваемая корпоративная RAG база знаний.

Интерфейс RAG системы
Интерфейс RAG системы

Основной актив, с которым должны работать такие системы это регламенты, техническая документация, договоры, инструкции и неструктурированные базы знаний. И здесь RAG действительно незаменим. Но существует и обратная сторона медали:

В чем опасность фреймворков

Многие на стартовом этапе погружаются в корпоративную RAG разработку используя популярные высокоуровневые Фреймворки вроде LangChain или LlamaIndex

Но через некоторое время часть команд переходит на чистую реализацию RAG или уходит в кастомизацию компонентов фреймворка. Причина в том, что из коробки у таких фреймворков есть ряд ограничений в продакт системах, в чем же скрывается опасность их применения?

Сложность и избыточная абстракция

Фреймворки пытаются решить сразу целую серию задач и их архитектура как правило состоит из модулей:

  • Chaining (Цепочки) в виде последовательность действий. Сначала сделай А, потом Б

  • Agents (Агенты или ассистенты) определяет сценарии взаимодействия и обработки данных

  • Tools (Инструменты) Сервисные вспомогательные функции обработки данных

  • Memory (Память) контекст. Способность ИИ помнить, что вы обсуждали три сообщения назад

  • Retrieval (Поиск/RAG) Поиск нужной информации в источниках данных

  • Prompt orchestration Шаблоны, сборка и отправка запроса модели

Но в реальном корпоративном проекте чаще всего нужен очень простой пайплайн.

В простых задачах это всего несколько шагов query - embedding - vector search - top-k chunks - LLM prompt - answer которые можно реализовать буквально несколькими десятками строк кода.

Когда используется крупный фреймворк, появляется дополнительный слой абстракций, в итоге архитектура становится сложнее, чем сама задача

Потеря контроля над основным процессом подготовки и извлечения данных

Для RAG самое важное — это пайплайн извлечения данных

Нужно контролировать и определять:

  • размер фрагмента и его перекрытие

  • надежный пайплайн определения границ фрагмента

  • легкая и эффективная эмбединг модель

  • гибридные способы извлечения фрагментов

  • переранжирование и управление весом источников поиска

  • инструменты мультилингвальности

  • использование метаданных

В фреймворках эти вещи часто ограничены для кастомизации или абстрагированы архитектурой фреймворка

Например, стандартный retriever может:

  • не поддерживать нужный тип векторного индекса или пользовательскую логику

  • не давать доступ к промежуточным данным

  • плохо масштабироваться

Когда пайпалйн написан напрямую, через прямой доступ к стеку, от работы с моделями, процессами фрагментации, векторизации, хранения данных, методов извлечения, можно контролировать всё, ну или почти все, ограничения определяются только выбранным стеком

Проблемы производительности

Фреймворки добавляют дополнительные слои объекты, сериализацию, middleware, callbacks, не всегда позволяя изолировать только нужные модули. Так же могут ограничивать производительность тяжелый UI или лишние зависимости бэкенда
В небольших системах это не заметно. Но при больших нагрузках появляется дополнительная латентность, лишние операции, overhead Python объектов. Поэтому команды разработки зачастую предпочитают собственный retrieval слой.

Ограничения поставщика фреймворка

Когда архитектура сильно завязана на фреймворк, появляется зависимость от его API. Если фреймворк терпит изменения код проекта тянет за собой обновления

Например в LangChain несколько раз радикально менялся API и в результате старые проекты переставали собираться, требовался рефакторинг. При прямой реализации RAG код остаётся стабильным в широком диапазоне версий зависимостей.

Отладка становится сложнее и дороже

Когда система работает через несколько слоёв абстракции, сложно понять и разложить весь пайплайн обработки данных: какие фрагменты были выбраны, какой retriever сработал, какой конечный запрос сформировался, не всегда с этой проблемой помогают справиться имеющиеся системы мониторинга и трассировки, зачастую они становятся дополнительным балластом системы, не позволяя погрузится в глубокий мониторинг пайплайна

В корпоративным системах это критично, пайплайн не должен превращаться в чёрный ящик, а вся цепочка обработки данных должна быть доступна для анализа, особенно когда нужно разбирать галлюцинации модели.

При прямой реализации пайплайн выглядит прозрачно, буквально вся цепочка от запроса до API LLM и возврата ответа в чат:
Каждый шаг легко логировать. Также важно иметь возможность легко увидеть каждый извлечённый фрагмент и его метаданные. Или собрать отдельный дебаг инструмент для участников команды внедрения, например промпт инженера или специалиста по данным,

Реальная практика индустрии

Интересно, что многие production системы используют гибридный подход в разработке. Фреймворки применяются для прототипирования, экспериментов и быстрых MVP. Но конечный пайпплайн часто выглядит как Frontend + Python backend + vector DB + embedding model + LLM API. Это минимальная и прозрачная архитектура

Интересная тенденция, cейчас на рынке появляется интересный архитектурный тренд, где RAG системы начинают делиться на два типа.

  1. AI-платформы например Dify, Flowise предназначенные для построения сложных пайплайнов, экспериментов, low-code AI разработки

  2. AI-серверы основные задачи которого локальный RAG, поиск по документам, вроде Glean AI knowledge base Это ближе к инфраструктурному сервису, чем к платформе. И именно сюда сейчас постепенно смещается корпоративный рынок.

Высокоуровневые AI-фреймворки очень полезны для обучения для прототипирования для исследований, но для RAG построенные на базовом стеке во многих случаях оказывается проще и надёжнее для управления пайпалном напрямую. Поэтому низкоуровневая архитектура часто оказывается более устойчивой и управляемой, чем сложная система на фреймворке.

Управление доступом к контенту

Permission-aware search механизм, который гарантирует, что пользователь видит только те документы, на которые у него есть права. В корпоративном контексте почти все документы имеют ограничения

Фреймворки зачастую имеют довольно простые сценарии ограничения прав и распределения ролей пользователей, либо изолируют задачи доступа на внешнем уровне

Собственные решения могут полноценно реализовать требуемую архитектуру доступа без ограничения инструментами фильтрации по метаданным, используя динамическое управление, как на уровне отдельных пользователей, документов и баз, так и на уровне определенных групповых политик доступа

Важно, что чем тяжелее становится система и чем выше требования к результатам качества ответа, тем более весомыми становятся архитектурные отличия, например при 10-50 документах в базе разница в скорости обработки не будет так ощутима, как при тысячах или десятках тысяч документов. Или для простого ТЗ где по сути метод извлечения сводится к векторному сходству запроса и фрагментов, обе системы будут показывать схожую эффективность, но когда к требованиям добавляются сложные условия и сценарии поиска, динамические промпты для каждого типа запросов, жесткие условия по формату ответа и границе извлечения из различных источников, предобработка и динамические пайплайны, здесь прямая работа с стеком раскрывает свои возможности

Для высокопроизводительных корпоративных систем частым вариантом является стек
Базовый ML - PyTorch, Transformers, Архитектура извлечения - Hybrid RAG, Фрагментация - NLP , LLM - OpenAI API, Embedding векторизация и Векторный поиск - SentenceTransformers, Векторное хранилище - Faiss

Какие технологии Hybrid RAG обеспечивает этот стек

Извлечение данных и фрагментация

  • Fixed-size chunks

  • Sliding window

  • Paragraph-based

  • Sentence-based

  • Hybrid / semantic chunks

  • Recursive / hierarchical splitting

  • Adaptive / semantic similarity split

Типы векторного индекса (FAISS / GPU / гибридные)

  • Flat IndexFlatL2 IndexFlatIP GpuIndexFlatL2 GpuIndexFlatIP

  • HNSW (графовые индексы) IndexHNSWFlat IndexHNSWPQ IndexHNSWSQ

  • IVF (inverted file) IndexIVFFlat IndexIVFPQ IndexIVFSQ IndexIVFScalarQuantizer IndexIVFPQFastScan IndexIVFPQR

  • PQ / SQ (квантизация) IndexPQ IndexSQ8 IndexSQ4 GpuIndexPQ GpuIndexIVFPQ

  • Модификаторы IndexRefineFlat IndexPreTransform IndexShards IndexReplicas IndexIDMap / IndexIDMap2

Типы поиска

  • Vector search: IVF, PQ, HNSW, Flat

  • Keyword search: BM25, TF-IDF

  • Hybrid search: key search + vector search + metadata search

Методы ранжирования

  • Классические: TF-IDF, BM25, Okapi BM25, Vector Space Ranking

  • Векторные метрики: Cosine similarity, Dot product (inner product), Euclidean distance (L2)

  • ANN-графы: HNSW / ANN-based ranking

  • Гибридные: Vector + Keyword, Reciprocal Rank Fusion (RRF), Borda Count, Rank aggregation, cross-encoder reranking, ColBERT, SPLADE, dense + sparse hybrid search, query rewriting, query routing, retrieval augmentation via agents

Агрегация и фильтрация

  • Методы: RRF (Reciprocal Rank Fusion) Borda Count Weighted sum Max/Min scoring

  • Фильтрация: Metadata filtering Faceted search Deduplication

Методы векторизации

  • По уровням текста: sentence embeddings / document embeddings / paragraph embeddings

Типы RAG / Retrieval стратегии

  • Single-stage RAG

  • Two-stage RAG (retrieval + re-ranking / Refine RAG)

  • Hierarchical RAG

  • Hybrid RAG

Технологии обработки запроса

  • Multi-query RAG (short vs. long query)

  • Query reformulation / dual-query

  • Semantic query expansion

  • Prompt augmentation

Избыточный функционал типичного RAG

Часто в готовых решениях можно увидеть архитектуру, перегруженную разнообразием поддерживаемых форматов, интеграциями с облачными хранилищами и мессенджерами. Все это тянет за собой горы зависимостей и усложняет поддержку.

95dd4d3479da8b07c9a04be0db4d273b.png

Парадокс в том, что при таком обилии функций сам пайплайн обработки данных, являющийся основой системы, часто остается примитивным.
Если отбросить маркетинг, останется лишь несколько действительно минимально востребованных сценариев:

  • Управление контентом: Создание баз и загрузка документов

  • Управление пользователями: Учетные записи с правами доступа к отдельным базам

  • Поиск и извлечение данных: Интерфейсы поиска, навигации по источникам

За время работы с такими системами я вынес одно важное наблюдение - главная проблема RAG решений кроется не в качестве моделей, а в сложности инфраструктуры. Именно это часто не дает AI проектам в компаниях выйти за рамки экспериментов.

Подходы к разработке

Существует известная трилемма: дешево, быстро, качественно. Для подходов к разработке корпоративных баз знаний она выглядит так

Knowege base трилемма
Knowege base трилемма

На рынке существуют AI продукты, где функционал поиска и извлечения данных создавался как дополнение к основному AI функционалу с довольно низким уровнем реализации ретривера, и где отсутствуют механизмы его улучшения.

Существуют и гибкие фреймворки для создания RAG систем, но они требуют наличия команды внедрения, разбирающейся в тонкостях специфических ML пайплайнов.

Отдельно стоят облачные решения, где на первый план выходит конфиденциальность. Многие компании в силу внутренних политик и ограничений не могут передавать данные вовне. Для них вариант локального RAG, при котором документы хранятся внутри периметра компании, а генерация может производиться как локальными, так и облачными LLM, является единственно возможным сценарием.

Для компаний без сильной собственной разработки основным барьером становится именно сложность инфраструктуры. Требуется понимание DevOps, настройка пайплайнов фрагментации, векторизации, индексации, выбор и конфигурация векторных баз данных и оркестрация сервисов. Поэтому решения, работающие по принципу "развернул - загрузил документы - работает", дает колоссальное преимущество, снимая необходимость содержать отдельную команду ML-специалистов

От теории к практике

С учетом периодических задач по разработке и интеграции RAG систем в корпоративном секторе и отсутствию либо существенным ограничениям готовых решений, в первую очередь необходимо сформировать основные требования к разрабатываемой системе, мои клиентские кейсы для RAG систем ограничиваются следующими прикладными задачами:

  • Корпоративные базы знаний - 50-60%

  • Клиентские агенты поддержки -10-15%

  • Справочно информационные системы -10-15%

  • AI ассистенты для взаимодействия с библиотекой документов

Поэтому разрабатываемая RAG система будет ориентирована в первую очередь под эти задачи

Так же немаловажно что часть клиентов имеет ограничения по доступу и возможности использования внешних сервисов генерации (около 20%), а значит для них необходим закрытый информационный контур с локальной генерацией.

Основные узлы RAG

Основные используемые узлы системы абсолютно стандартны и унифицированы с учетом особенностей конфигурации
Вместо тяжелых RAG фреймворков используются типовые решения на проверенных библиотеках:

Извлечение текста из PDF: pdfplumber - дает доступ не только к тексту, но и к координатам слов

Обработка естественного языка: spaCy с моделями для русского и английского

Эмбеддинги: sentence-transformers - берем multilingual-e5-base как хороший баланс качества и размера

Векторная БД: FAISS - быстрый и легкий индекс

Ключевой поиск: TF-IDF - быстрый и легкий метод

Генерация: OpenAI API или локальная Ollama

Извлечение текста из PDF с координатами

Для качественной работы с документами нужно не просто получить текст, но и понимать, где именно на странице находится каждый фрагмент. Это позволит потом подсвечивать источники прямо в PDF.

import pdfplumber

with pdfplumber.open("document.pdf") as pdf:
    first_page = pdf.pages[0]
    
    # Извлекаем слова с их позициями на странице
    words = first_page.extract_words(
        x_tolerance=3,      # допуск по горизонтали
        y_tolerance=3,      # допуск по вертикали
        keep_blank_chars=False
    )
    
    for word in words:
        print(f"Слово: {word['text']}")
        print(f"Координаты: x0={word['x0']}, top={word['top']}, "
              f"x1={word['x1']}, bottom={word['bottom']}")
        print(f"Страница: {word.get('page_number', 1)}")

Сегментация текста на смысловые блоки

Классический подход с нарезкой по фиксированному числу токенов часто режет предложения посередине. В технической документации это критично — теряется смысл. Мы используем сегментацию по предложениям:

import spacy

# Загружаем модель для нужного языка
nlp = spacy.load("ru_core_news_sm")

text = "ГОСТ 1234-56 устанавливает требования безопасности. "
       "Испытания проводятся при температуре 20°C. "
       "Результаты фиксируются в протоколе."

# Обрабатываем текст
doc = nlp(text)

# Получаем предложения
sentences = [sent.text.strip() for sent in doc.sents]
# Результат: [
#   "ГОСТ 1234-56 устанавливает требования безопасности.",
#   "Испытания проводятся при температуре 20°C.",
#   "Результаты фиксируются в протоколе."
# ]

# Группируем по нескольку предложений
chunks = []
chunk_size = 3  # предложений в чанке
for i in range(0, len(sentences), chunk_size):
    chunk = " ".join(sentences[i:i + chunk_size])
    chunks.append(chunk)

Такой подход сохраняет смысловую целостность и улучшает качество поиска.

Гибридный поиск: комбинируем семантику и ключевые слова

Чисто семантический поиск хорош, но для технической документации с точными терминами (номера ГОСТов, коды) ключевой поиск часто работает лучше. Комбинируем оба подхода.

Семантическая часть с sentence-transformers:

from sentence_transformers import SentenceTransformer

# Загружаем модель
model = SentenceTransformer('intfloat/multilingual-e5-base')

# Для поиска используем префикс "query:", для документов — "passage:"
query_embedding = model.encode("query: температура хранения литиевых батарей")
doc_embedding = model.encode("passage: Литиевые батареи хранятся при 5-25°C")

# Считаем косинусное сходство
from sklearn.metrics.pairwise import cosine_similarity
similarity = cosine_similarity([query_embedding], [doc_embedding])

Ключевая часть с TF-IDF:

from sklearn.feature_extraction.text import TfidfVectorizer

# Создаем индекс по всем документам
vectorizer = TfidfVectorizer(max_features=50000, stop_words=['и', 'в', 'на'])
tfidf_matrix = vectorizer.fit_transform(all_document_chunks)

# Преобразуем запрос
query_tfidf = vectorizer.transform([user_query])

# Считаем релевантность
from sklearn.metrics.pairwise import linear_kernel
scores = linear_kernel(query_tfidf, tfidf_matrix).flatten()
top_indices = scores.argsort()[-10:][::-1]

Объединение результатов - отдельная задача. Мы используем взвешенную сумму с нормализацией, но можно применять и более сложные алгоритмы ранжирования.

Улучшение пользовательских запросов

Пользователи редко формулируют запросы так, как нужно для эффективного поиска. Типичный запрос: "А не подскажете, какие там требования к хранению в последней версии стандарта?"

Для поиска лучше: "требования хранению последняя версия стандарта"

from openai import OpenAI

def compress_query(original_query):
    """Превращает разговорный запрос в компактный поисковый"""
    
    prompt = f"""Преобразуй запрос для поиска по технической документации.
    Удали вводные фразы, оставь только ключевые термины.
    Ответ дай одной строкой, 3-8 слов.
    
    Запрос: {original_query}
    
    Поисковый запрос:"""
    

client = OpenAI()
    response = client.chat.completions.create(
        model="gpt-4o-mini",
        messages=[{"role": "user", "content": prompt}],
        temperature=0
    )
    
    return response.choices[0].message.content

Это добавляет ~300ms к времени ответа, но повышает точность поиска на 15-20%.

Работа с метаданными

Корпоративные документы редко существуют сами по себе — у них есть авторы, даты, версии, типы. Добавление фильтрации по метаданным сильно улучшает качество:

# Концепт — загрузка метаданных из CSV
import pandas as pd

# Загружаем CSV с описанием документов
metadata_df = pd.read_csv('documents_metadata.csv')
# Колонки: filename, title, author, year, document_type, department

# При индексации обогащаем чанки метаданными
for chunk in chunks:
    doc_metadata = metadata_df[metadata_df['filename'] == current_file].iloc[0]
    
    chunk_entry = {
        'text': chunk,
        'file': current_file,
        'title': doc_metadata['title'],
        'author': doc_metadata['author'],
        'year': doc_metadata['year'],
        'type': doc_metadata['document_type']
    }

Потом можно фильтровать: "покажи только регламенты за 2023 год" или "найди в документах отдела разработки".

Векторный индекс с FAISS

Для быстрого поиска по тысячам фрагментов нужен эффективный индекс. FAISS — стандарт индустрии:

import faiss
import numpy as np

# Допустим, у нас есть 1000 эмбеддингов размерностью 768
embeddings = np.random.random((1000, 768)).astype('float32')

# Создаем плоский индекс L2
index = faiss.IndexFlatL2(768)  # размерность эмбеддингов

# Добавляем векторы в индекс
index.add(embeddings)  # на входе numpy array float32

# Поиск
query = np.random.random((1, 768)).astype('float32')
distances, indices = index.search(query, k=10)  # ищем 10 ближайших

print(f"Индексы ближайших: {indices[0]}")
print(f"Расстояния: {distances[0]}")

Для продакшена можно использовать IVF-индексы, которые быстрее на больших коллекциях.

Подходы к архитектуре

Основной клиентский запрос предельно прост: внутренняя корпоративная база знаний, AI-ассистент по документам компании (инструкции, регламенты, техническая документация, wiki, договоры, база знаний поддержки). В основе лежит не желание экспериментировать с ИИ, а прикладная задача быстро находить информацию в корпоративном пуле документов.

Важно и то, что большинство RAG-интерфейсов сегодня реализованы как обычный чат. Пользователь задаёт вопрос и получает ответ. Но при работе с документами это не укладывается в логику взаимодействия и не до конца раскрывает авторитетность ответа. Пользователю важно видеть, на основании каких именно документов был сгенерирован ответ, и где именно там находится информация. Поэтому зачастую в RAG гораздо эффективнее работает двухстадийная модель поиска.

Исходя из анализа реальных внедрений, можно сформулировать архитектурные требования к минимальному корпоративному RAG.

Локальная архитектура RAG

Прежде всего, это локальное хранение документов с возможностью использования внешних AI-моделей через API, что снимает риски безопасности, но сохраняет гибкость.

Двухстадийный поиск

Сначала пользователь получает ответ по всему пулу документов и видит список релевантных источников, а после может выбрать конкретный документ и вести диалог уже в его контексте. Такой подход оказывается гораздо удобнее для навигации по базе знаний.

Простой UI с админкой

Чат с подсветкой источников, просмотр документов, загрузка, управление пользователями и доступом к коллекциям, логи запросов.

Быстрое развертывание

Возможность развернуть систему за 10-15 минут, без настроек RAG, кардинально упрощает стартовое взаимодействие с системой.

Технологический стек

Под капотом такого решения не используется готовых RAG-фреймворков, а применяется собственный пайплайн на базовом ML стеке

ML стек

  • PyTorch

  • Transformers

Векторный поиск

  • Для семантического поиска используется sentence-transformers

  • Для векторного индекса — FAISS

Генерация

  • Для локальной генерации используется Ollama

  • Облачная генерация поставщиками с поддержкой OpenAI API

Модели

  • NLP - spaCy

  • Embedding - e5

LLM (рекомендуемые)

  • Облачные gpt-4o-mini

  • Локальные llama3.1:8B, gpt-oss:20B

Минимальная архитектура, после нескольких внедрений

Пайпалайн импорта документов

Формирование списка источников

Сначала формируется список источников данных, которые будут интегрированы в систему RAG. Это могут быть документы, базы знаний, веб-ресурсы или другие хранилища информации.

Извлечение текста

Из выбранных источников извлекается текстовое содержимое. На этом этапе происходит загрузка данных из Source DB (базы источников) или других систем хранения.

Очистка и нормализация текста

Полученный текст очищается от лишних символов, служебных знаков и артефактов форматирования. Также выполняется нормализация структуры текста (верстки), чтобы привести данные к единому и удобному для обработки виду.

Разбиение текста на фрагменты

Подготовленный текст разбивается на отдельные фрагменты (chunks). Это необходимо для более точного поиска и обработки информации в дальнейшем.

Формирование эмбеддингов

Каждый текстовый фрагмент передается в модель эмбеддингов, которая преобразует его в векторное представление — числовой вектор, отражающий смысл текста.

Индексация в векторной базе данных

Полученные векторы сохраняются в Vector DB. При этом формируется индекс, который позволяет быстро находить семантически похожие фрагменты текста при поисковых запросах.

Извлечение метаданных

Для каждого текстового фрагмента извлекаются все доступные метаданные:

  • Источник документа

  • Автор

  • Дата

  • Раздел или глава

  • Другие контекстные параметры

Сохранение метаданных

Метаданные сохраняются в отдельной базе Metadata DB, которая хранит структурированную информацию о фрагментах и их источниках.

Пайплайн импорта данных
Пайплайн импорта данных

Пайплайн ретривера

Ввод и предварительная обработка запроса

Пользователь формулирует текстовый запрос в интерфейсе системы. После получения запроса система выполняет его предварительную обработку: удаляются лишние символы, текст приводится к единому регистру, могут удаляться стоп-слова. Также выделяются ключевые слова и основные смысловые элементы запроса, которые будут использоваться на следующих этапах обработки.

Векторизация запроса

Нормализованный текст запроса преобразуется в числовой вектор с использованием модели эмбеддингов. Такое представление позволяет зафиксировать семантический смысл запроса, а не только его буквальное содержание. Вектор используется для поиска текстовых фрагментов, близких по смыслу к пользовательскому запросу.

Семантический поиск по векторной базе

Полученный вектор запроса сравнивается с векторами документов или фрагментов документов, хранящихся в векторной базе данных. Система вычисляет степень сходства между векторами и отбирает наиболее релевантные фрагменты. Такой подход позволяет находить информацию даже при отсутствии точных совпадений слов в запросе и документах.

Поиск по ключевым словам

Параллельно выполняется традиционный поиск по ключевым словам, выделенным на этапе нормализации запроса. Система ищет текстовые фрагменты, содержащие совпадения с этими словами или их формами. Этот метод позволяет быстро находить документы, содержащие точные или близкие текстовые совпадения.

Поиск по метаданным

Кроме текстового поиска осуществляется поиск по метаданным документов. К метаданным могут относиться такие атрибуты, как название документа, автор, категория, дата публикации или тематические теги. Это позволяет находить релевантные источники даже в тех случаях, когда ключевая информация отражена не в тексте, а в описательных характеристиках документа.

Ранжирование результатов поиска

Результаты каждого типа поиска проходят процедуру ранжирования. Система оценивает степень релевантности найденных фрагментов относительно исходного запроса пользователя. В результате формируется упорядоченный список документов или фрагментов, начиная с наиболее подходящих.

Объединение результатов и формирование контекста

После ранжирования результаты различных типов поиска объединяются в общий набор данных. Выполняется дополнительное реранжирование, позволяющее определить наиболее информативные и релевантные фрагменты. На основе этих данных формируется итоговый контекст, который будет передан языковой модели.

Формирование запроса для языковой модели

На основе пользовательского запроса и собранного контекста формируется структурированный запрос для языковой модели. В него включаются наиболее релевантные фрагменты документов и сопутствующая информация. Такой подход позволяет направить модель на генерацию ответа, опирающегося на найденные источники.

Генерация ответа языковой моделью

Языковая модель анализирует переданный контекст и формирует связный текстовый ответ на пользовательский запрос. Модель использует предоставленные фрагменты документов как источник фактической информации. Это позволяет повысить точность ответа и снизить вероятность генерации недостоверных данных.

Извлечение источников и возврат результата

После генерации ответа система извлекает метаданные источников, которые были использованы при формировании контекста. Эти данные позволяют отобразить пользователю ссылки на документы или фрагменты, на которых основан ответ. В результате пользователь получает не только текстовый ответ, но и перечень источников для проверки и дополнительного изучения информации.

Пайплайн ретривера
Пайплайн ретривера

Архитектура сервисов

Пользовательский уровень

Клиент

Пользователь взаимодействует с системой через клиентское приложение.
От клиента идут запросы в несколько основных модулей системы:

  • Основной интерфейс системы (Main UI)

  • Модуль администратора

  • Модуль RAG

  • Дополнительные сервисы

Основные сервисы системы Main UI (Основной интерфейс и логика)

Центральный модуль приложения, который:

  • Обрабатывает пользовательские запросы

  • Управляет логикой интерфейса

  • Направляет запросы к другим модулям системы

Main UI взаимодействует с:

  • Базой знаний

  • Модулем RAG

  • Административным модулем

  • Дополнительными сервисами

Модуль администрирования системы. Функции:

  • Управление базой знаний

  • Управление контентом

  • Управление пользователями

RAG (Retrieval-Augmented Generation)

Основной интеллектуальный модуль системы.Функции:

  • Поиск релевантной информации

  • Обработка пользовательских запросов

  • Генерация ответов на основе базы знаний

RAG работает с несколькими хранилищами данных.

  1. Хранилище данных База знаний - Основное хранилище информации системы. Содержит:

  • документы,

  • статьи

  • инструкции

  • структурированные знания

Source DB База источников. Хранит:

  • оригинальные документы

  • файлы

  • источники информации

Используется для загрузки данных в систему.

Vector DB Векторная база данных. Используется для:

  • хранения эмбеддингов

  • семантического поиска

  • поиска релевантных фрагментов текста

Работает совместно с модулем RAG.

Metadata DB База метаданных. Содержит:

  • информацию о документах

  • индексы

  • связи между источниками

  • параметры поиска

Дополнительные сервисы

В системе присутствует блок вспомогательных сервисов, включающий:

  • Debug — инструменты отладки

  • Launcher — запуск компонентов системы

  • Авторизация — система аутентификации пользователей

Также ведётся система логирования, которая сохраняет события работы системы.

Расширения системы

Система поддерживает модули расширения и дополнительные инструменты. Они позволяют подключать новые функции, добавлять новые типы обработки данных, интегрироваться с внешними сервисами

Архитектура сервисов
Архитектура сервисов

Функционал решения

Основной функционал построен на обновлённом UI виджете, данная версия стала продолжением версии построенной на концепте вышедшем еще в начале июля 2025 года подробнее про него можно прочитать здесь он реализует основные элементы UI взаимодействия

Стартовый интерфейс (исходная версия 2025)
Стартовый интерфейс (исходная версия 2025)
Режим запроса по базе знаний (1 уровень RAG, исходная версия 2025)
Режим запроса по базе знаний (1 уровень RAG, исходная версия 2025)
Режим просмотра и запроса по документу с инструментами выделения (2 уровень RAG, исходная версия 2025)
Режим просмотра и запроса по документу с инструментами выделения (2 уровень RAG, исходная версия 2025)
Стартовый интерфейс (текущая версия )
Стартовый интерфейс (текущая версия )
Режим запроса по базе знаний (1 уровень RAG, текущая версия)
Режим запроса по базе знаний (1 уровень RAG, текущая версия)
Режим просмотра и запроса по документу с инструментами выделения (2 уровень RAG, текущая версия)
Режим просмотра и запроса по документу с инструментами выделения (2 уровень RAG, текущая версия)

В стартовую конфигурацию RAG как базовый стандарт включает современные, интуитивно понятные решения для работы с документами и работы в режиме AI ассистента.

Ключевые решения

Ключевые особенности и требования закладываемые в состав системы сборки определялись по совокупным требованиям предъявляемыми со стороны конечных потребителей к базовому основному функционалу, а также вспомогательным инструментам.

Подсветка источника в PDF с координатной привязкой

Система не просто показывает, откуда взят ответ, а открывает документ на нужной странице и подсвечивает конкретный фрагмент. Это стало возможным благодаря использованию pdfplumber, который сохраняет координаты слов при парсинге. Для пользователя это создает эффект полного доверия: он видит ответ и точно знает, где в оригинале искать подтверждение.

Двухстадийная модель поиска

Вместо классического чата, вопрос - ответ, реализована навигационная логика:

Сначала пользователь получает ответ по всему пулу документов и видит список релевантных источников

Затем может выбрать конкретный документ и вести диалог уже строго в его контексте
Это кардинально меняет сценарий использования с "просто спросить" на "исследовать документацию".

Гибридный поиск с предобработкой запроса

Комбинация семантического (sentence-transformers) и ключевого (TF-IDF) поиска дополняется автоматическим улучшением пользовательских запросов. Система переформулирует разговорный вопрос в поисковый запрос: из фразы «Нужно определить абсолютно точно и ответить на вопрос, какие требования к хранению?» формирует «требования хранению», что повышает точность на 15-20% ценой дополнительных 300 мс задержки.

Полная локальность и изоляция

Система может работать полностью в закрытом контуре: документы хранятся внутри периметра, векторный индекс на FAISS - локально, генерация - через Ollama с локальными моделями. Это снимает главный страх корпоративных заказчиков - утечку данных через облачные API.

Семантическая сегментация вместо нарезки по токенам

Вместо примитивной резки текста фиксированным блоком (которая рубит предложения пополам) используется сегментация по предложениям через spaCy. Для инструкций, договоров, технической документации с ГОСТами и кодами это критично - смысловые блоки не разрушаются, качество поиска растет.

Технические требования

Полный список требований

Ключевые особенности и требования закладываемые в состав системы определялись по совокупным требованиям предъявляемыми со стороны конечных потребителей к базовому основному функционалу, а также вспомогательным инструментам. Итак что требуется от функционала системы:

  • Гибкая настройка прав пользователей, как на уровне интерфейса, так и на уровне RAG специфичных прав, с помощью инструментов администрирования можно легко определить права доступа пользователя к необходимым базам

  • Модульная система. Вся архитектура построена на модулях "микросервисах", что позволяет гибко настраивать и расширять функционал не погружаясь в разработку

  • Отсутствие зависимостей от ML фреймворков, полностью гибкий пайплайн

  • Сборка инсталляционных комплектов, можно поставлять RAG систему, как продукт уже включающий сконфигурированные базы знаний и доступы пользователей

  • Полностью автономная работа системы, без сети интернет в закрытом информационном контуре предприятия. Полная локализация с гарантией отсутствие утечек

  • Работа с документами включена в один интерфейс с чатом, не требуется переключение между окном viewer-а и чата ассистента

  • Стартовый интерфейс в стиле чата AI. Пользователи имеют доступ к привычному и интуитивно понятному чат-интерфейсу в стиле AI, что упрощает начало работы и взаимодействие с системой.

  • Интуитивно понятный 3х панельный интерфейс Меню: Навигация по основным функциям и настройкам. Документы: Отображение списка найденных документов и их управление. Ассистент: Область для взаимодействия с AI, ввода запросов и получения ответов.

  • Режим сравнения двух документов. Выбрав два документа источника можно с помощью AI найти и основные отличия, работу с документами имеющими версионность и варианты редакций

  • Возможность обогащения метаданных документа импортом из внешних источников в CSV формате для формирования полноценной справочно информационной системы

  • Потоковый режим AI чата, использование стрим режима отображения данных, время ожидания начала ответа составляет не более 1-2 сек.

  • Загрузка своих PDF-документов. Пользователи могут легко загружать PDF-документы для анализа и работы с их содержимым.

  • Семантический кросс-языковой поиск на русском языке. Система поддерживает поиск на русском языке по мультиязычным документам, используя семантический кросс-языковой подход, поиск релевантной информации независимо от языка оригинала.

  • Отображение релевантных документов и контекстные ответы. По каждому запросу отображается список релевантных документов, AI генерирует ответы, основанные на содержимом этих источников, обеспечение контекстной точности. Возможность перейти к документу прямо из ответа

  • Подсветка фрагмента в тексте документа источника, использованного в качестве контекста. Возможность одним кликом перейти к фрагменту прямо из ответа, включая открытие документа источника и прокрутку до страницы

  • Онлайн-просмотр документов одним кликом. Выбор пользователем документа из списка релевантных источников и просмотреть его содержимого в интерфейсе.

  • Инструменты работы с выделением текста. Пользователи могут выделять фрагменты текста в документе и запрашивать у AI: Перевод выделенного текста. Объяснение сложных терминов или концепций. Краткое изложение содержания.

  • Вопросы по открытому документу. Пользователи могут задавать вопросы, относящиеся к содержимому конкретного открытого документа, получая точные и контекстные ответы.

  • Гибкость в работе с базой документов. После работы с конкретным документом пользователь может вернуться к общей базе и продолжить задавать вопросы, охватывающие все доступные источники.

  • Сохранение и быстрый поиск по истории запросов. Автоматическое сохранение истории запросов, возврат к предыдущим вопросам и ответам.

  • Кроссплатформенность. Интерфейс должен быть оптимизирован для работы на мобильных и настольных устройствах, обеспечивая единый пользовательский опыт.

  • Интерфейс легко интегрируется в клиентские платформы в виде виджета для использования в сторонних приложениях или веб-сайтах. Поддержка полноэкранного виджета, inline виджета, всплывающего виджета

  • Голосовые запросы. Поддержка голосового ввода запросов

  • Технология гибридного RAG включая семантический и несколько видов ключевого поиска, обеспечение максимальную точность и релевантность результатов.

  • Система обогащения и предобработки запроса, формирование уточненных промежуточных запросов для повышения релевантность извлеченного контекста

  • Система управления контентом, создание новой базы и наполнение ее документами

  • Отсутствие специализированных настроек RAG пайплайна, для фрагментации и векторизации без дополнительных опций, стартовая настройка системы для работы с большинством типов документов в широком спектре кейсов "из коробки"

  • Простая панель администрирования, легкий просмотр и редактирование учетных записей пользователей

  • Интерфейс самостоятельной регистрации пользователей

  • API RAG системы, интеграция решения на уровне бэкенда

  • Поддержка markdown форматирования ответа в чате AI ассистента

Не смотря на то что выше приведен далеко не полный список, не весь функционал удалось вместить в стартовую версию, часть из отдельных функций, неоправданно раздувает конечную реализацию сборки и выходит за рамки концепта универсального решения для корпоративных задач, поэтому эти решения реализуются за пределами основной сборки и формируются в виде отдельных модулей

Итоговая версия и ограничения

Итоговая версия включила основной функционал RAG системы с ограничениями для внешних поставок, для этого в состав были включены механизмы защиты функционала связанные с политикой распространения и доступа

Подготовка процесса развертывания сборки

Процесс развертывания системы был максимально упрощен и направлен на неподготовленного пользователя. Собран пакет установки для Windows и Linux Ubuntu поддерживающий как автоматический, так и ручной режимы. Ниже приведен процесс развертывания на Windows

Требования к ОС

Текущая версия сборки доступна и тестировалась для установки на Windows 10/11 или Ubuntu 22 24. без дополнительной виртуализации зависимостей

Аппаратные требования

Сборка тестировалась на серверных и десктопных аппаратных решениях оснащённых GPU с 8+ Gb VRAM с поддержкой CUDA, система может быть запущена без GPU (для этого требуется особая конфигурация зависимостей), но возможности локальной генерации будут значительно ограничены

Зависимости

Среда выполнения (~1 минута)

Для ручной установки потребуется Python версии 3.10, который нужно скачать с официального сайта, не забыв при установке добавить его в PATH.

Установите Python 3.10:
Скачайте установщик с официального сайта
Установите, выбрав “Add Python 3.10 to PATH”.

Внешние зависимости (~4 минуты)

Для локальных моделей устанавливается сервер LLM Ollama, после чего необходимо загрузить одну из моделей, например, llama3.1.

Установите Ollama (если нужна локальная генерация)
Скачайте установщик с официального сайта
Установите ollama

После завершения установки в консоли выполните

ollama pull llama3.1:latest

Установка сборки

Запустится процесс загрузки модели для локальной генерации

Скачайте пакет установки и распакуйте в рабочие папки, для чего в консоли с правами администратора выполните

cd C:\
curl -L https://18f.ru/server/rag_pack_latest.zip -o rag_pack_latest.zip
tar -xf rag_pack_latest.zip
del rag_pack_latest.zip

Установка библиотек (ручная установка) (~10 минут)

Для автоматической установки зависимостей перейдите в следующий раздел описывающий запуск автоматической установки

Обновляем менеджер пакетов

python.exe -m pip install --upgrade pip

Устанавливаем основные зависимости стека PyTorch и CUDA

pip install torch==2.1.2+cu118 torchvision==0.16.2+cu118 torchaudio==2.1.2+cu118 --index-url https://download.pytorch.org/whl/cu118

и основные библиотеки 

pip install transformers==4.50.3 faiss-cpu==1.9.0.post1

Базовые библиотеки сервера

pip install flask==3.1.0 flask-cors==5.0.0 werkzeug==3.1.3

Работа с БД

pip install psycopg2-binary==2.9.11

Обработка PDF и изображений

pip install pdfplumber==0.11.7 pdfminer.six==20250506 Pillow==11.1.0

Обработка текста и NLP

pip install spacy==3.8.4 sentence-transformers==3.4.0 scikit-learn==1.6.1 pymorphy2==0.9.1

Работа с данными

pip install pandas==1.5.3

AI API

pip install openai==1.76.2 ollama==0.4.7

Дополнительные зависимости

pip install requests==2.32.3 argparse==1.4.0 flask-jwt-extended==4.7.1 bcrypt==4.2.1 markdown==3.7 PyPDF2==3.0.1 pip install numpy==1.26.4

Установка моделей spaCy

python -m spacy download ru_core_news_sm
python -m spacy download en_core_web_sm

Установка библиотек (автоматическая установка) (~9 минут)

Для автоматической установки запускаем скрипт win_install.bat от имени администратора

cd c:\rag
win_install.bat

Запуск

Для запуска всех сервисов выполняем в командной строке скрипт запуска 

python launch.py

После запуска всех сервисов по адресу 127.0.0.1:3003 становится доступен базовый UI системы

Стартовый интерфейс системы
Стартовый интерфейс системы

Можно протестировать работу на тестовой мини базе спросив что то про RAG, или создать учетную запись и сформировать новую базу знаний

В следующей части - работа с RAG системой: управление контентом, пользователями и функционалом поиска. Как адаптировать системные промпт и какие модели наиболее эффективны для облачной и локальной генерации. Как правильно формировать базы знаний и готовить исходные данные. Как определять политику доступа пользователей и формировать команду поддержки функционала RAG системы

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  • 30.07.26 00:04 Ahmed

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  • 03.08.26 20:05 Philip

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 11.08.26 03:43 raymont0714

    I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained

  • 12.08.26 16:37 rssllhrnsb

    I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina
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  • 16.08.26 01:44 Matt Kegan

    CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.

  • 18.08.26 04:59 marcushenderson624

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

  • 18.08.26 04:59 marcushenderson624

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

  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 michaeldavenport218

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  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.26 13:44 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

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  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 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/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

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