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RAG в действии: актуальные инструменты и возможности их применения

Задумывались ли вы, кто на самом деле находится по ту сторону телефонной линии или чата? В современном мире за приятным голосом неизвестного абонента или ненавязчивым текстовым сообщением часто скрывается вовсе не человек, а искусственный интеллект. Этот робот обучен выполнять задачи маркетинга и клиентской поддержки. Но когда мы пишем негативный фидбек или выражаем свои пожелания, то надеемся если не на изменения, то хотя бы на эмоциональную реакцию. Но ИИ такой ответ — не по силам.

Всем привет, меня зовут Никита Сергиевский. Я — разработчик программ и приложений на базе больших языковых моделей (LLM) в компании Raft Digital Solutions. В своей первой статье расскажу, что такое Retrieval-Augmented Generation (RAG), как его сделать нативнее и с помощью каких фрейморков разрабатывать помимо нашумевшего «из каждого утюга» Langchain. Кстати, его мы тоже немного «потыкаем».

Огромное спасибо моему коллеге из Raft Кириллу Кухареву (@Kosmak) за помощь в написании технической части статьи.

Концепция RAG приобретает всё большее значение в бизнес-процессах и технологиях компаний, зачастую даже не связанных с IT. Особенно когда речь идёт о предоставлении контекстуально точной и актуальной информации. Представьте сценарий, в котором ваша компания ежедневно обрабатывает тысячи запросов от клиентов. Каждый, конечно, требует индивидуального подхода и точного ответа на поставленные вопросы. В таких случаях традиционные методы генерации текста могут не справиться с задачей на должном уровне. И здесь на сцену выходит RAG.

RAG — это подход, сочетающий механизмы извлечения данных и генерации текста. Он позволяет использовать существующие источники данных — такие, как база знаний или интернет. Этот метод не только улучшает генерацию текста языковой моделью, но и обогащает её актуальными данными, недоступными напрямую при традиционном использовании или обучении.

Поиск информации на основе простейшего RAG'а выглядит так
Поиск информации на основе простейшего RAG'а выглядит так

Основные преимущества:

  • Увеличение точности ответов. RAG снижает вероятность ошибок и галлюцинаций в предоставляемой информации благодаря использованию актуальных данных.

  • Экономия времени и ресурсов. Автоматизация с помощью RAG сокращает время на обработку запросов и снижает нагрузку на сотрудников, высвобождая ресурсы для решения более сложных задач.

  • Персонализация и индивидуальный подход. Возможность динамически извлекать и интегрировать данные обеспечивает высокую степень персонализации ответов, улучшая пользовательский опыт.

  • Масштабируемость. Технология легко адаптируется под рост объёмов данных и расширение бизнес-задач, поддерживая высокий уровень производительности.

Когда простого RAG недостаточно

Представьте ситуацию: вы просите систему «если на улице дождь, вызови мне такси». Классический RAG отреагирует так: предоставит информацию о том, как проверить погоду и воспользоваться приложением для вызова машины. Он на самом деле не воспринимает этот запрос как инструкцию к действию, а интерпретирует, как запрос на получение информации.

В бизнес-процессах часто возникают задачи, которые решаются в несколько этапов. Простого «вынь да положь» релевантной информации в красивой обёртке из базы знаний будет недостаточно. К тому же стандартные RAG-системы лишены возможности принимать динамические решения или выполнять действия по заданному контексту. Это ограничивает их применение в более сложных сценариях.

С такими задачами может справиться Агентный RAG. Использование агентов ИИ открывает возможности для создания более мощных, надёжных и универсальных приложений на базе LLM. Это достигается за счёт использования краткосрочной и долговременной памяти (история запросов), элементов планирования (рефлексия, самокритика, маршрутизация запросов и т.д.) и «тулзов» — функций, выполняющих определённые действия (калькулирование значений, обращение к API). Принцип работы Агентного RAG организован так:

  • Первый этап. Происходит идентификация задачи. LLM анализирует запрос пользователя и определяет, что требуется сделать.

  • Второй этап. Агент выполняет задачу пользователя. Это может быть запрос к базе данных, поиск веб-контента, вызов API или вычисления.

  • Третий этап. После выполнения задачи агент возвращает результат в LLM для дальнейших рассуждений или генерации ответа.

Принцип работы системного RAG'а
Принцип работы системного RAG'а

Как вы могли заметить, на изображении выше представлена одноагентная система, имеющая свои ограничения. Поэтому выгодно объединить несколько агентов в многоагентное приложение RAG для сложных сценариев. Например, у вас может быть один главный агент, координирующий поиск информации среди нескольких специализированных агентов-поисковиков. Один агент извлекает информацию из собственных внутренних источников данных. Другой агент специализируется на получении информации из личных аккаунтов, таких как электронная почта или чат. Третий агент извлекает публичную информацию из веб-поиска.

Однако, на этом развитие концепции RAG не останавливается. Одно из наиболее перспективных направлений — GraphRAG — подход, который объединяет мощь графовых баз данных с Retrieval-Augmented Generation.

GraphRAG использует графовые БД для хранения и обработки информации, а также построения более сложных связей между объектами. Наибольшее различие GraphRAG и обычного RAG в использовании графов. Это особенно полезно в ситуациях, когда данные обладают сложной структурой, например, при моделировании отношений между пользователями, событиями или продуктами.

Преимущества GraphRAG:

  • Позволяют моделировать контекст. Если пользователь запрашивает контекстно-зависимую информацию, то GraphRAG учитывает не только текущий запрос, но и связи, которые формирует информация из запроса пользователя.

  • Динамическое принятие решений. Например, при построении маршрутов.

  • Гибкость. Можно объединять данные из разных источников, включая базы знаний или CRM-системы.

Схема из оригинальной статьи про GraphRAG
Схема из оригинальной статьи про GraphRAG

На изображении приведена концепция Graph RAG — основанный на входных данных (документах) подход для обработки, структурирования, объединения в ответы на вопросы. На схеме изображено два процесса — индексирование (Indexing time) и получение ответа на основе подготовленных данных (Query time).

Процесс индексирования состоит из таких этапов:

  1. Source Documents → Text Chunks

    Из исходных документов извлекается текст и разбивается на небольшие смысловые части — чанки.

  2. ​​Text Chunks → Element Instances

    Для каждого текстового чанка производится обобщение с учётом специфики домена. В результате создаются экземпляры элементов. Эти экземпляры могут представлять ключевые смысловые структуры внутри текстов, адаптированные для конкретной задачи (например, в финансовом или медицинском контексте).

  3. Element Instances → Element Summaries

    Выполняется дополнительное доменное резюмирование, чтобы получить краткие резюме для каждого элемента.

Процесс оценки:

  1. Element Summaries → Graph Communities

    Из резюме элементов затем строятся графы. С помощью алгоритмов обнаружения сообществ (Community Detection) анализируется схожесть между элементами. Графовые сообщества строятся на основе текстовой связи, общего смысла или темы, что группирует элементы с похожей информацией.

Процесс поиска информации:

  1. Graph Communities → Community Summaries

    При возникновении запроса применяется доменно-ориентированное резюмирование для формирования итогов из графов-сообществ. Это позволяет выделить компактные смыслы из набора связанной информации.

  2. Community Summaries → Community Answers

    На основании конкретного запроса от пользователя выполняется query-focused summarization или направленное резюмирование. Здесь учитывается содержание вопроса чтобы извлечь наиболее релевантные данные из графа.

  3. Community Answers → Global Answer

    На последнем шаге результаты различных сообществ агрегируются в глобальный ответ — единое решение на запрос пользователя в результате объединения релевантных ответов.

Звучит интересно, а что на практике

На практике у каждого разработчика или группы разработки всегда получается по-своему. Ведь, инструменты и предпочтения при решении комплексных задач различаются. В последние годы наиболее популярными фреймворками для разработки RAG стали LangChain, Semantic-router и Llama_index.

Рассмотрим пример реализации простого RAG'а на LangChain, ищущего информацию для ответа на вопросы о новогодних традициях разных стран

import os
from langchain_chroma import Chroma
from yandex_chain import YandexEmbeddings

# Инициализируем модель для эмбеддинга  
embeddings = YandexEmbeddings(
    folder_id=os.getenv('folder_id'),
    api_key=os.getenv('api_key')
)


# Прочитаем предварительно подготовленный файлик с традициями и обычаями разных стран
with open('attributes.txt',encoding='utf-8') as f:
    attributes = ''.join(f.readlines())
normalized_attributes = [x for x in attributes.split('-----')]


# Складываем информацию по традициям каждой страны в векторную базу,
# в качестве векторной БД используем Chroma
Chroma.from_texts(normalized_attributes, embeddings, persist_directory='./chroma_db')

# После того, как данные сложили, мы можем их подгрузить
db = Chroma(embedding_function=embeddings, persist_directory='./chroma_db')


# Создаем задачу "Сгенерировать полноценный анализ по статье"
task_research = Task(
    description=(
        "Perform a thorough analysis of the published research paper. "
        "Identify the key components and explain how they function."
    ),
    expected_output="Produce a comprehensive analysis report of the research paper.",
    agent=reasarcher,
    output_file='researcher_analysis.md'
)


# Объявляем переменную q с запросом, инициализируем ретривер 
# и задаем вопрос RAG.
# MMR-поиск (Maximal Marginal Relevance) позволяет исключить из выдачи слишком похожие фрагменты.
q = "Где можно встретить самый запоминающийся Новый Год?"
retriever = db.as_retriever(search_type="mmr", search_kwargs={"k": 5})
res = retriever.invoke(q)
print(res)

Чтобы получить человекоподобный ответ на вопрос, необходимо построить цепочку, которая вызывает retriever для получения релевантных фрагментов текста, отправляет фрагменты в контекст модели, и просит её ответить на исходный вопрос с учётом контекста.


import langchain.chains
import langchain.prompts
from yandex_chain import YandexLLM, YandexGPTModel
from langchain_core.output_parsers import StrOutputParser
from langchain_core.runnables import RunnablePassthrough

llm = YandexLLM(
    folder_id=os.getenv('folder_id'),
    api_key=os.getenv('api_key'),
    model=YandexGPTModel.Pro
)

prompt = """
Проанализируй текст ниже и дай краткий ответ на вопрос, опираясь только на информацию из текста.
Не упоминай в ответе, что ты нашел информацию в тексте.
Текст:
-----
{context}
-----
Вопрос:
{question}
Ответ:
"""

prompt = langchain.prompts.PromptTemplate(
    template=prompt, input_variables=["context", "question"]
)

def join_docs(docs):
    return "\n\n".join(doc.page_content for doc in docs)

# Создаём цепочку
chain = (
    {"context": retriever | join_docs, "question": RunnablePassthrough()}
    | prompt
    | llm
    | StrOutputParser()
)

# Вызываем RAG с запросом
print(chain.invoke(q))

Посмотрим на ответы нашего RAG.

chain.invoke('Почему в некоторых странах Новый год отмечают не 31 декабря, а в другие дни?')

""В разных странах Новый год отмечают в разное время из-за особенностей традиций и культуры. Например, в Индии его встречают несколько раз в году: в марте наступает традиционное индийское начало года — Гуди-падва, а ещё есть фестиваль красок холи, который тоже связан с празднованием Нового года."""

chain.invoke("Как традиции встречи Нового года в России отличаются от традиций, описанных в Европе?")

"""В России Новый год отмечают с 31 декабря на 1 января. Люди собираются за обильным столом, традиционно подают «Оливье», «Селёдку под шубой» и шампанское. После боя курантов на Спасской башне Кремля люди загадывают желания и выходят на улицы запускать фейерверки. Центральными фигурами праздника являются Дед Мороз, который приходит с подарками, и ёлка, которую украшают игрушками и гирляндами."""

."""В Великобритании и Исландии в праздновании Нового года можно увидеть элементы, связанные с семейным единением и традициями: приготовление и совместное участие в создании праздничного блюда (пудинг), а также определённые ритуалы при его приготовлении для загадывания желаний, ожидание подарков и сладостей от сказочных персонажей (Йольские братья).."""

."""В Иране Новый год — Навруз — совпадает с днём весеннего равноденствия. В этот день люди украшают свои дома, готовят специальный стол «хафт-син» и дарят друг другу подарки, желая счастья в новом году.."""

."""Итальянцы выбрасывают из окон ненужный хлам, верят, что это принесёт им счастье в новом году, целуются всю ночь и надевают красное бельё — считается, что эти традиции могут обеспечить успех и процветание.."""

Таким образом, в отличие от европейских традиций, в России меньше внимания уделяется таким специфическим действиям, как приготовление ритуальных блюд или символичные наряды. Российские новогодние традиции скорее включают в себя обильное застолье и массовые гуляния после полуночи.

Но такой RAG не выделяет взаимосвязи между несколькими найденными ответами из базы знаний. Для определения взаимосвязей между несколькими смысловыми кусками текста, как уже говорилось ранее, используется GraphRAG. Дальше разберём пример.

Для начала определим промпт для выделения сущностей и связи между ними в тексте: 

entity_extraction_prompt = 
"""
# Цель
Тебе даётся текстовый документ. Задача: извлечь информацию в структурированном виде.

1. Выдели **сущности**, чтобы передать информацию и идеи текста.
2. Выдели **связи** между этими сущностями.

# Шаги
1. Извлечение сущностей:
- **Имя сущности** (entity_name): Название сущности (заглавными буквами).
- **Тип сущности** (entity_type): Общая категория сущности.
- **Описание сущности** (entity_description): Подробности о сущности (что она представляет).
Для каждого объекта выведи строку:
`(entity|<entity_name>|<entity_type>|<entity_description>)`

2. Извлечение связей:
Найди пары связанных сущностей и для каждой укажи:
- **Исходная сущность** (source_entity): Имя первой сущности.
- **Целевая сущность** (target_entity): Имя второй сущности.
- **Тип связи** (relationship_name): Короткое описание характера связи.
- **Описание связи** (relationship_description): Как именно связаны сущности.
Для каждой связи выведи строку:
`(relationship|<source_entity>|<target_entity>|<relationship_name>|<relationship_description>)`
"""

llm = YandexLLM(
    folder_id=userdata.get('folder_id'),
    api_key=userdata.get('api_key'),
    model=YandexGPTModel.Pro
)

text = """
Шотландия
Шотландия, будучи частью Великобритании, тем не менее, всегда гордилась своей обособленностью от Объединенного Королевства и своими уникальными традициями.
Одна из них — поджигать деготь в бочках и катить их по улицам, что должно символизировать «сгорание старого года».
Шотландцы провожают старый год с главными атрибутами праздника — кострами, через которые прыгают, огнем и свечами.
Огонь является важным элементом очищающих ритуалов. Как только прозвонят звоны, извещающие о наступлении нового года, вступает в силу поверье о том, что первый вошедший в дом человек является предвестником счастья и благополучия принимающей семьи.
Самым лучшим вариантом считается темноволосый мужчина с традиционными подарками.
"""


result = llm.invoke(entity_extraction_prompt.format(text))

Получится примерно такой ответ:

(entity|ШОТЛАНДИЯ|РЕГИОН|часть Великобритании)
(entity|ВЕЛИКОБРИТАНИЯ|ГОСУДАРСТВО|объединенное королевство)
(relationship|ШОТЛАНДИЯ|ВЕЛИКОБРИТАНИЯ|ЧАСТЬ_ОТ|Шотландия является частью Великобритании)
(entity|ОБОСОБЛЕННОСТЬ|КОНЦЕПТ|уникальные традиции)
(entity|ТРАДИЦИИ|КОНЦЕПТ|особенности культуры)
(entity|ПОДЖИГАНИЕ_ДЁГТЯ|ДЕЙСТВИЕ|ритуал очищения)
(entity|КАТАНИЕ_БОЧЕК|ДЕЙСТВИЕ|элемент ритуала)
(entity|СГОРАНИЕ_СТАРОГО_ГОДА|СИМВОЛ|сжигание старого года)
(entity|КОСТРЫ|ПРЕДМЕТ|атрибут праздника)
(entity|ПРЫЖКИ_ЧЕРЕЗ_КОСТРЫ|ДЕЙСТВИЕ|атрибут празднования)
(entity|ОГОНЬ|СТИХИЯ|важный элемент очищающих ритуалов)
(entity|СВЕЧИ|ПРЕДМЕТ|элементы очищающего ритуала)
(entity|ЗВОНЫ|ЗВУК|извещают о наступлении нового года)

Теперь возьмём файл с традициями и обычаями разных стран на Новый Год и прогоним через модельку.

from tqdm.auto import tqdm

with open('attributes.txt',encoding='utf-8') as f:
    attributes = ''.join(f.readlines())

with open('results/relations.txt','w',encoding='utf-8') as f:
    for x in tqdm(prepared_attributes):
        result = llm.invoke(entity_extraction_prompt.format(x))
        f.write(result)

Чтобы построить граф отношений между сущностями, выполним следующий код:

import json

with open('graphs/entities.json','w',encoding='utf-8') as f:
    json.dump(entities,f,ensure_ascii=False,indent=4)
with open('graphs/relations.json','w',encoding='utf-8') as f:
    json.dump(relations,f,ensure_ascii=False,indent=4)

И, наконец, чтобы отобразить граф сущностей и взаимосвязей используем библиотеку networkx и matplotlib.

import networkx as nx
import matplotlib.pyplot as plt

G = nx.DiGraph()

exist_entities = set([r['source'] for r in relations] + [r['target'] for r in relations])

for e,v in entities.items():
    if e in exist_entities:
        G.add_node(e, label=e)

for r in relations:
    G.add_edge(r['source'], r['target'], label=r['relation'], desc=r['desc'])

def plot_graph(G):
    plt.figure(figsize=(20,20))

    # Define node positions using a layout
    pos = nx.spring_layout(G)

    # Draw the nodes with labels
    nx.draw_networkx_nodes(G, pos, node_size=700)
    nx.draw_networkx_labels(G, pos, labels=nx.get_node_attributes(G, 'label'), font_size=12)

    # Draw the edges with labels
    nx.draw_networkx_edges(G, pos, edgelist=G.edges(), arrowstyle='-|>', arrowsize=20)
    nx.draw_networkx_edge_labels(G, pos, edge_labels=nx.get_edge_attributes(G, 'label'))

    # Display the graph
    plt.show()

plot_graph(G)

Вот что в итоге получилось.

Граф взаимосвязей между сущностями
Граф взаимосвязей между сущностями

На схеме выше видим достаточно много связей. Кажется, что это усложнит поиск всех связей для каждой отдельной сущности. Но это, на самом деле, не проблема. Достаточно, реализовать функцию для построения связей к отдельному слову «традиция».

G = nx.DiGraph()

def populate_graph(G,e,level=None):
    if e in G.nodes:
        return
    if e in entities.keys():
        G.add_node(e, label=e)
    if level is not None and level<=0:
        return
    new_ent = set(
        [r['source'] for r in relations if r['target'] == e] +
        [r['target'] for r in relations if r['source'] == e])
    for ne in new_ent:
        populate_graph(G,ne,None if level is None else level-1)
    for r in relations:
        if r['source'] == e:
            G.add_edge(e, r['target'], label=r['relation'], desc=r['desc'])
        if r['target'] == e:
            G.add_edge(r['source'], e, label=r['relation'], desc=r['desc'])

populate_graph(G,'традиция',2)

plot_graph(G)

Теперь с уверенностью можно сказать, когда в России «происходит» Новый год и что обычно делают во время боя курантов.

Можно сделать вывод, что Langchain — это универсальный инструмент. Но кроме него сейчас развивается множество других фреймворков, способных составить конкуренцию в простоте, гибкости и функциональности. Давайте сравним три самых популярных.

Критерий

LangChain

Semantic Router

Llama Index

Основной фокус

Универсальная

Упрощение работы с разными языковыми моделями

Для быстрого поиска и извлечения данных

Применение

Чаты, системы автоматической поддержки клиентов

Приложения для эффективной обработки языка

Поиск документов, генерация контента и т.п

Скорость работы

Средняя

Быстрая обработка запросов благодаря оптимизированным алгоритмам маршрутизации

Медленнее чем Langchain, но эффективней всего для поиска

Подход к индексации данных

Использует модульный подход с комплексными цепочками операций для индексации данных

Ограниченные возможности индексации

Специализируется на преобразовании данных в числовые эмбеддинги для сематичного значения, что делает поиск данных эффективней

Поддержка различных форматов данных

Широкий спектр форматов данных, включая текстовые документы, базы данных и знания графов

Ограниченная поддержка форматов, в основном ориентирован на текстовые данные

Множество форматов, включая неструктурированные текстовые документы,структурированные записи баз данных, знания графов

Масштабируемость

Высокая, особенно с крупными объемами данных в распределённых системах

Средняя, не подходит для случаев с высоким количеством запросов

Легко масштабируется для крупных и сложных баз знаний

Уровень безопасности

Имеет множество встроенных механизмов защиты, включая контроль доступа, контроль безопасности данных на этапе получения запроса и отправки результата и возможности для интеграции с дополнительными внешними инструментами безопасности

Предлагает базовый уровень безопасности и скорее полагается на внешние решения

Ориентирован на работу с данными и поиск, и его безопасность сильно зависит от внешней конфигурации хранилищ данных и применения кастомных политик безопасности

Как мы видим, реализация RAG на этих библиотеках довольно проста. Но что, если попробовать их сравнить? LangChain предлагает высокую гибкость в создании цепочек обработки языка и поддерживает различные модели и ретриверы, что делает её отличным выбором для сложных задач, требующих настройки. С другой стороны, Semantic использует семантическое маршрутизирование для направления запросов к наиболее подходящим моделям или системам. Это помогает улучшить качество ответов, хоть и требует дополнительной настройки. А Llama index поддерживает множество форматов данных и полезен при очень большом объёме данных.

Перспективные фреймворки

Сейчас большая часть решений, конечно же, построена на основе Langchain, но есть и новые, ещё не набравшие популярность аналоги. Рассмотрим несколько из них.

CrewAi — недавно появившийся фреймворк, предназначенный для упрощения разработки и управления мультиагентными системами. У него простой интерфейс и инструменты для координации между агентами. Это облегчает создание сложных распределённых приложений.

Ключевая особенность: «думайте только о логике приложения, не о технической сложности коммуникации между агентами».

Преимущества:

  • Простая интеграция и масштабирование.

  • Подходит для быстрого написания прототипа

Недостатки:

  • Архитектура фреймворка построена так, что не до конца понятно как на самом деле LLM создаёт ответы.

  • Поскольку проект относительно молодой, подробной документации ещё нет.

Swarm — легковесный мультиагентный фреймворк от OpenAI. Он упрощает задачи с использованием нескольких агентов, работающих над одной целью. Swarm уже получил положительные отзывы разработчиков за гибкость и масштабируемость, и, как мне кажется, в скором времени станет популярен.

Ключевая особенность: модульная архитектура, обеспечивающая гибкость и масштабируемость.

Преимущества:

  • Высокая производительность даже при большом количестве агентов.

  • Возможность адаптировать к различным сценариям.

Минусы:

  • Нужно глубоко разбираться как работают агенты для дальнейшей оптимизации.

Letta — фреймворк, ориентированный на разработку интеллектуальных агентов с использованием современных технологий. Предоставляет инструменты для создания агентов, способных обучаться и адаптироваться к меняющимся условиями.

Ключевая особенность: много встроенных инструментов для автоматического обучения агентов.

Преимущества:

  • Простота интеграции алгоритмов машинного обучения.

  • Поддержка адаптивного поведения in-real-time.

Минусы:

  • Высокая ресурсоемкость.

  • Для сложных и специфических задач требует более глубоких знаний фреймворка.

Atomic agents — фреймворк для создания высокопроизводительных агентов, выполняющих сложные процессы в режиме реального времени. Предоставляет низкоуровневый контроль над агентами, что позволяет их гибко оптимизировать для конкретных задач.

Ключевая особенность: низкоуровневый контроль.

Преимущества:

  • Отлично подходит для задач, требующих максимальной производительности.

Минусы:

  • Сложность освоения для новичков.

  • Меньше встроенных инструментов.

Ну а теперь, давайте попробуем реализовать агентный RAG с фреймворком CrewAI.

# Загружаем pdf статью Attention is all you need
loader = PyPDFLoader("attention.pdf")

# Разделяем на чанки
text_splitter = RecursiveCharacterTextSplitter(chunk_size=512, chunk_overlap=50)
document = loader.load_and_split(text_splitter)

# Объявляем модель для эмбеддинга и название директории для векторной БД
embedding = OpenAIEmbeddings(openai_api_key=OPENAI_API_KEY)
persist_directory = "chroma_db"


# Создаем векторное хранилище Chroma из документов
vectorstore = Chroma.from_documents(
    documents=document,
    embedding=embedding,
    persist_directory=persist_directory
)
vectorstore.persist()
template = """

You are an assistant for question-answering tasks. \
Use the following pieces of retrieved context to answer the question. \
If you don't know the answer, just say that you don't know. \


Question: {question}
Context: {context}

Answer:

"""

# Определяем pipeline для RAG
retriever = vectorstore.as_retriever()

prompt = ChatPromptTemplate.from_template(template)

handler =  StdOutCallbackHandler()

# Инициализируем модель gpt-3.5-turbo
llm35 = ChatOpenAI(
    openai_api_key=OPENAI_API_KEY,
    temperature=0.0,
    model="gpt-3.5-turbo",
    max_tokens=512
)


# Пользователь задает вопрос
# Retriever ищет релевантные куски текста в Chroma DB
# Найденные куски "запихиваются" в промпт (chain_type="stuff")
# LLM генерирует ответ на основе этих кусков текста
qa_d35 = RetrievalQA.from_chain_type(
 llm=llm35,
 chain_type="stuff",
 callbacks=[handler],
 retriever=retriever
)


qa_db4o = RetrievalQA.from_chain_type(
 llm=llm4o,
 chain_type="stuff",
 callbacks=[handler],
 retriever=retriever
)


# Создание кастомной тулзы
class MyCustomTool(BaseTool):
    name: str = "Research Paper"
    description: str = "Research Paper"

    def _run(self, argument: str) -> str:
        return qa_db4o.run("Can you analyze the research paper?")
tool_instance = MyCustomTool()


# Инициализация Агента-исследователя
reasarcher = Agent(
    role="Computer Science Researcher",
    goal='Understanding the published research paper and extract key insights',
    backstory=(
        "As a professor at a leading Computer Science department, your responsibility is to "
        "thoroughly evaluate the latest scholarly articles. You aim to extract and present "
        "critical insights to advance academic discussions and student understanding."),
    verbose=True,
    tools=[tool_instance],
    allow_delegation=False,
    llm=ChatOpenAI(
        openai_api_key=OPENAI_API_KEY,
        temperature=0.0,
        model="gpt-3.5-turbo"
    )
)

# Создание задачи для агента-исследователя
task_research = Task(
    description=(
        "Perform a thorough analysis of the published research paper. "
        "Identify the key components and explain how they function."
    ),
    expected_output="Produce a comprehensive analysis report of the research paper.",
    agent=reasarcher,
    output_file='researcher_analysis.md'

)


# Инициализация Агента-писателя
writer = Agent(
    role="Computer Science Writer",
    goal= "Produce insightful and engaging articles for the professional data science community",
    backstory=(
        "As a writer focusing on the data science field, your objective is to create "
        "in-depth summary that provide valuable insights and foster discussion among seasoned professionals. "
        "Draw on the expertise from research analyses and cutting-edge developments to craft content that resonates with the community."
    ),
    verbose=True,
    allow_delegation=False,
    llm=ChatOpenAI(
        openai_api_key=OPENAI_API_KEY,
        temperature=0.0,
        model="gpt-4o"
    )
)


# Создание задачи для агента-писателя
task_writer = Task(
    description="Identify the most important topics and key elements from the report created by the Computer Science Researcher.",
    expected_output= "Provide a concise and comprehensive summary suitable for Computer Science community.",
    agent=writer,
    output_file='writer_summary.md'

)


# Инициализация экземпляра для работы нескольких агентов
Crew = Crew(
    agents=[reasarcher, writer],  # определение агентов
    tasks=[task_research, task_writer],  # определение задач
    verbose=True,  # подробный вывод результатов
)

result = Crew.kickoff()

print(result)

Посмотрим, что смогли создать агенты.

Agent: Computer Science Writer

Task: Identify the most important topics and key elements from the report created by the Computer Science Researcher.

Agent: Computer Science Writer

Final Answer: The research paper "Attention Is All You Need" introduces the Transformer model, a revolutionary approach in the field of natural language processing. By utilizing self-attention mechanisms, the Transformer model eliminates the need for recurrent neural networks (RNNs) and processes input data in parallel. The paper showcases the Transformer's exceptional performance on various tasks such as machine translation and English constituency parsing, surpassing previous models and setting new benchmarks in the field. Its capability to effectively handle long-range dependencies and scalability makes it a valuable asset for a wide range of NLP applications. Furthermore, the paper delves into the intricacies of English constituency parsing and highlights how the Transformer model's architecture excels in capturing intricate dependencies and producing structured outputs with high accuracy. Overall, the Transformer model represents a significant advancement in NLP, offering a versatile and powerful solution for complex language processing tasks.

Ну разве это не восторг?
Ну разве это не восторг?

Выводы

Таким образом, RAG стремительно завоёвывает признание как ключевая технология будущего. Популярности технология обязана своему умению сочетать искусство извлечения данных с мастерством генерации текста. Такой подход открывает двери к высокой точности, персонализации и масштабируемости даже в сложных бизнес-сценариях.

Однако стандартный RAG испытывает проблемы при решении многошаговых задач. Здесь на помощь приходят Агентные RAG системы, превращая ограничения в возможности с помощью планирования, памяти и динамических действий.

Мы в Raftуже сделали шаг в будущее, активно разрабатывая комплексные системы на основе различных архитектур RAG. Кроме того, зачастую мы сами придумываем ориентированную на требования заказчика архитектуру для построения надёжного RAG. Не стесняйтесь делиться своим опытом работы с RAG в комментариях. Буду рад услышать ваше мнение, критику и пожелания.

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    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

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  • 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

    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

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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

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 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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  • 04.08.26 11:05 Kisnoles

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  • 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

    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

  • 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]

    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.

  • 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

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