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Создание умных AI-агентов: полный курс по LangGraph от А до Я. Часть 2. Диалоговые агенты: память, сообщения и контекст
Представьте себе AI-агента, который не просто выполняет изолированные задачи, а ведет осмысленный диалог, запоминает контекст разговора и принимает решения на основе накопленной информации.
Вместо простого:
Пользователь: "Сколько будет 2+2?"
Бот: "4"
Мы создадим агента, который может:
Пользователь: "Привет! Меня зовут Алексей, я работаю Python-разработчиком"
Агент: "Приятно познакомиться, Алексей! Как дела в мире Python? Над какими проектами сейчас работаешь?"
Пользователь: "Разрабатываю систему аналитики. Кстати, напомни мне через час позвонить заказчику"
Агент: "Отличная задача для Python-разработчика! Запомнил: поставлю напоминание Алексею на 15:30 - позвонить заказчику по проекту аналитики"
Звучит как научная фантастика? На самом деле, это уже реальность, доступная каждому разработчику благодаря LangGraph.
Добро пожаловать во вторую часть нашего путешествия в мир создания интеллектуальных агентов! Если в первой части мы заложили фундамент, разобравшись с архитектурой LangGraph, узлами, рёбрами и состояниями графа, то сейчас пришло время вдохнуть жизнь в наши конструкции.
От статических графов к живому интеллекту
Современные AI-агенты должны решать задачи, которые ещё недавно казались невозможными:
Поддерживать многоходовые диалоги с сохранением контекста на протяжении всей беседы
Адаптировать стиль общения в зависимости от собеседника и ситуации
Интегрироваться с внешними системами, предоставляя структурированные ответы в формате JSON
Работать с различными типами сообщений — от простого текста до сложных мультимодальных данных
Что нас ждёт в этой части
К концу сегодняшней публикации вы сможете:
Создать чат-бота, который помнит имя пользователя и контекст через 100+ сообщений
Построить агента, возвращающего только валидный JSON для интеграции с API
Интегрировать несколько разных LLM в одном графе для специализированных задач
Сохранять состояние агента между перезапусками приложения
В рамках практической работы мы разберём:
Интеграция нейросетей в графы
Научимся подключать различные LLM к узлам наших графов, разберёмся с механизмами принятия решений и оптимизацией производительности.
Управление типами сообщений
Изучим систему сообщений LangGraph, поймём разницу между HumanMessage, AIMessage и SystemMessage, а также их практическое применение.
Контекстная память агентов
Разберёмся, как различные нейросети могут совместно работать с общим контекстом, обмениваться информацией и строить связные диалоги.
Гарантированное получение структурированных ответов
Освоим техники получения валидного JSON от языковых моделей — критически важный навык для интеграции с backend-системами и создания production-ready приложений.
Персистентность состояний
Рассмотрим способы сохранения памяти агентов между сессиями и организации долговременного хранения контекста.
Пришло время превратить теоретические знания в мощный практический инструментарий для создания по-настоящему умных AI-агентов!
Инициализация LLM: подготовка нейросетей для интеграции в графы
Прежде чем наши графы обретут интеллект, нам необходимо правильно подключить языковые модели. Выбор способа инициализации LLM напрямую влияет на гибкость архитектуры, производительность и возможности кастомизации вашего AI-агента.
В экосистеме LangChain существует четыре основных подхода к инициализации нейросетей, каждый из которых имеет свои преимущества и области применения.
Подход 1: Универсальный метод init_chat_model
Самый простой способ быстро подключить популярную модель — использовать универсальный метод инициализации:
import os
from langchain.chat_models import init_chat_model
# Устанавливаем API-ключ в переменные окружения
os.environ["OPENAI_API_KEY"] = "sk-..."
# Современные модели 2025 года
llm = init_chat_model("openai:gpt-4o-2024-11-20") # Последняя стабильная версия
# или новейшие reasoning модели:
llm = init_chat_model("openai:o1-preview") # Модели с цепочками рассуждений
llm = init_chat_model("anthropic:claude-3-5-sonnet") # Актуальный Claude
llm = init_chat_model("deepseek:deepseek-chat") # Экономичная альтернатива
Преимущества:
Минимальный код для запуска
Автоматическое определение API-ключей из переменных окружения
Поддержка всех популярных провайдеров
Идеально для прототипирования и быстрых экспериментов
Ограничения:
Ограниченные возможности тонкой настройки
Меньший контроль над параметрами модели
Не всегда подходит для production-решений с специфическими требованиями
Подход 2: Официальные специализированные пакеты
Для более глубокого контроля над поведением моделей рекомендуется использовать специализированные пакеты:
# Установка: pip install langchain-openai
from langchain_openai import ChatOpenAI
llm = ChatOpenAI(
model="gpt-4o-2024-11-20",
temperature=0.7, # Креативность ответов
max_tokens=2000, # Максимум токенов в ответе
timeout=30, # Таймаут запроса
max_retries=3, # Количество повторных попыток
streaming=True # Потоковая передача ответов
)
Актуальная таблица провайдеров и библиотек (2025)
Провайдер | Библиотека |
|---|---|
OpenAI |
|
Anthropic |
|
DeepSeek |
|
| |
Groq |
|
Ollama |
|
Преимущества специализированных библиотек:
Полный контроль параметров — temperature, max_tokens, stop_sequences и другие
Расширенная обработка ошибок — настройка retry-логики и таймаутов
Специфические возможности — функции, доступные только для конкретных провайдеров
Production-готовность — оптимизированные для высоконагруженных систем
Подход 3: Неофициальные специализированные пакеты
Помимо огромного количества официальных пакетов для интеграции с топовыми нейросетями, LangChain предоставил полноценный инструментарий, который позволяет обернуть в их оболочку практически любой API-протокол, работающий с нейросетями.
Множество компаний использовало эти инструменты для создания интеграции с экосистемой LangChain. В результате мы получили готовые неофициальные библиотеки от таких провайдеров как Amvera Cloud (официальный доступ к моделям LLaMA и ChatGPT без VPN с пополнением через карты РФ), GigaChat (Сбер), YandexGPT и многих других.
Пример интеграции с Amvera
Amvera предоставляет доступ к современным нейросетям: Llama3.3 70B, Llama 3.1 8B, GPT-4.1, GPT-5 через единый API.
Установка:
pip install langchain langchain-amveraПолучение токена:
Регистрируемся на Amvera Cloud
Переходим в раздел LLM проектов
Выбираем нужную модель (каждая включает бесплатные токены для тестирования)
Копируем токен из документации выбранной модели
Код интеграции:
from langchain_amvera import AmveraLLM
from dotenv import load_dotenv
import os
load_dotenv()
# Поддерживаемые модели: llama8b, llama70b, gpt-4.1, gpt-5
llm = AmveraLLM(model="llama70b", api_token=os.getenv("AMVERA_API_TOKEN"))
response = llm.invoke("Объясни принципы работы нейросетей простым языком")
print(response.content)
Пример ответа:
Нейросети работают по принципу, схожему с человеческим мозгом.
Представь сеть из взаимосвязанных узлов (нейронов), где каждый узел получает
информацию, обрабатывает её и передаёт результат дальше...Пример интеграции с GigaChat (Сбер)
Установка:
pip install langchain-gigachatПолучение токена:
Входим на Сбер Developer (через Сбер ID)
Создаём проект
Получаем новый ключ в разделе "API ключи"
Код интеграции:
from langchain_gigachat.chat_models import GigaChat
from dotenv import load_dotenv
import os
load_dotenv()
llm = GigaChat(
model="GigaChat-2-Max",
credentials=os.getenv("GIGACHAT_CREDENTIALS"),
verify_ssl_certs=False
)
response = llm.invoke("Расскажи о своих возможностях")
print(response.content)
Файл .env:
AMVERA_API_TOKEN=your_amvera_token_here
GIGACHAT_CREDENTIALS=your_gigachat_credentials_here
Подход 4: Прямая интеграция через API
Если вы хотите полный контроль над запросами или работаете с API, не имеющими готовых LangChain-интеграций, можете использовать прямые HTTP-запросы:
Простой HTTP-запрос (aiohttp)
import aiohttp
import asyncio
async def ask_amvera_llm(token: str, model_name: str, messages: list):
url = f"https://kong-proxy.yc.amvera.ru/api/v1/models/gpt"
headers = {
"accept": "application/json",
"Content-Type": "application/json",
"X-Auth-Token": f"Bearer {token}",
}
data = {
"model": model_name,
"messages": messages
}
async with aiohttp.ClientSession() as session:
async with session.post(url, headers=headers, json=data) as response:
response.raise_for_status()
result = await response.json()
return result
# Пример вызова с сообщениями
async def main():
token = "полученный токен"
model = "gpt-5"
messages = [
{"role": "system", "text": "Ты полезный ассистент"},
{"role": "user", "text": "Привет, как дела?"},
]
response = await ask_amvera_llm(token, model, messages)
print(response)
# Запуск примера
if __name__ == "__main__":
asyncio.run(main())Amvera Cloud не предоставляет нативной интеграции с OpenAI без использования неофициального адаптера. В приведённом выше примере показал, как выполнить прямой вызов. Далее остаётся лишь добавить функцию вызова в граф.
Через OpenAI SDK (для совместимых API)
from openai import OpenAI
client = OpenAI(
api_key="your_openai_key"
# base_url не указывается, если используете официальный сервис OpenAI
)
def llm_node(state):
response = client.chat.completions.create(
model="gpt-3.5-turbo", # или "gpt-4"
messages=[
{"role": "system", "content": "Ты полезный ассистент"},
{"role": "user", "content": state["user_message"]}
]
)
return {"ai_response": response.choices[0].message.content}Обратите внимание: на территории РФ без использования VPN или прокси недоступны нейросети вроде OpenAI (ChatGPT), Claude и Grok. В качестве альтернативы можно воспользоваться решениями Amvera или платформой OpenRouter, где собраны десятки моделей от различных разработчиков.
Важное предупреждение:
При использовании прямых API-вызовов вы теряете множество полезных возможностей LangChain: автоматический retry, кэширование, обработка ошибок, единообразие интерфейсов и интеграцию с инструментами мониторинга. Поэтому всегда рекомендую использовать LangChain-интеграции, когда они доступны.
Выбор правильного подхода
Ситуация | Рекомендуемый подход | Почему |
|---|---|---|
Быстрый прототип |
| Минимум кода, максимум скорости |
Production-система | Специализированные пакеты | Полный контроль, надёжность |
Российские провайдеры | Неофициальные пакеты | Готовые решения для локальных API |
Кастомный API | Прямая интеграция | Когда нет готовых решений |
Локальные модели | Ollama или прямые запросы | Приватность данных, полный контроль |
Что дальше?
В следующем разделе мы рассмотрим, как эти инициализированные модели встраиваются в архитектуру LangGraph и начинают принимать решения на основе состояния графа и входящих сообщений. Узнаем, как различные типы сообщений влияют на поведение агентов и как обеспечить бесшовную передачу контекста между узлами.
Готовы превратить статические узлы в интеллектуальных агентов? Тогда переходим к практической интеграции!
Сообщения и диалоговый контекст
Напоминаю, что сегодня мы не будем касаться темы инструментов (tools, MCP). Это позволит нам лучше сосредоточиться на других моментах. В частности, важнейшая часть взаимодействия с ИИ — это сообщения и сохранение диалогового контекста. В этом разделе с данным вопросом ознакомимся детально.
Простой способ общения с ИИ
Технически, LangChain позволяет отправлять сообщения ИИ даже в таком упрощённом формате:
llm.invoke("Кто тебя создал?")
В результате мы получим ответ от ИИ и сможем с ним работать. Давайте рассмотрим такой ответ, используя официальный адаптер OpenAi от LangChain.
Установка:
pip install langchain-openaiНастройка (файл .env):
OPENAI_API_KEY=sk-e7c13...
Пример кода:
from langchain.chat_models import ChatOpenAI
llm = ChatOpenAI(model_name="gpt-4") # Инициализация модели OpenAI
response = llm.invoke([{"role": "user", "content": "Кто тебя создал?"}])
print(f"Тип ответа: {type(response)}")
print(f"Содержимое: {response[0].message.content}")Результат:
Тип ответа: <class 'langchain_core.messages.ai.AIMessage'>
Содержимое: "Меня создала команда OpenAI, специализирующаяся на разработке искусственного интеллекта.
Что происходит под капотом
Обратите внимание — в данном примере мы неявно задействовали сразу два типа сообщений:
HumanMessage — LangChain автоматически обернул наше сообщение в этот формат
AIMessage — автоматически создался из ответа модели
Это не случайность. Типы сообщений нужны языковым моделям для понимания ролей участников диалога.
Три основных типа сообщений
SystemMessage — "Это твоя роль и инструкции"
Определяет поведение и характер ИИ-агента
Устанавливает контекст и правила работы
Обычно размещается в начале диалога
HumanMessage — "Это говорит пользователь"
Все сообщения от человека
Вопросы, команды, информация от пользователя
Основной способ ввода данных в систему
AIMessage — "Это твой предыдущий ответ"
Ответы нейросети из истории диалога
Позволяет модели "помнить" свои предыдущие высказывания
Критично для поддержания последовательности
Работа с сообщениями явным образом
Для полного контроля над диалогом импортируем типы сообщений:
from langchain_core.messages import SystemMessage, HumanMessage, AIMessage
messages = [
SystemMessage(content="Ты полезный программист-консультант"),
HumanMessage(content="Как написать цикл в Python?"),
AIMessage(content="Используйте for или while. Пример: for i in range(10):"),
HumanMessage(content="А что такое range?")
]
# Отправляем структурированную историю диалога
response = llm.invoke(messages)
Ответ:
`range()` — это встроенная функция Python, которая генерирует последовательность чисел.
Она очень полезна для создания циклов `for`.
**Основные способы использования:**
1. range(stop)...
Пример выше демонстрирует, как видит контекст общения нейросеть. Точнее, то как ей проще ориентироваться — и тут мы замечаем первую важнейшую особенность LangChain: возможность чёткого распределения ролей в сообщениях с целью высокого качества сохранения контекста.
Почему структура сообщений критически важна
Сравните два подхода:
# Плохо - всё в одной строке
bad_context = "Система: Ты помощник. Человек: Привет. ИИ: Привет! Человек: Как дела?"
# Хорошо - структурированные сообщения
good_context = [
SystemMessage(content="Ты полезный помощник"),
HumanMessage(content="Привет"),
AIMessage(content="Привет! Как дела?"),
HumanMessage(content="Как дела?")
]
Проблемы неструктурированного подхода:
Нейросеть не понимает, где заканчивается одно сообщение и начинается другое
Теряется информация о ролях участников диалога
Контекст превращается в «кашу» из слов без чёткой логики
Качество ответов резко снижается при длинных диалогах
Преимущества структурированного подхода:
Чёткое разделение ролей и ответственности
Сохранение логики диалога на протяжении всей беседы
Возможность точного управления контекстом
Высокое качество ответов даже в сложных сценариях
Практический пример: многоходовой диалог
Давайте создадим полноценный диалог с сохранением контекста:
from langchain.chat_models import ChatOpenAI
from langchain_core.messages import SystemMessage, HumanMessage
llm = ChatOpenAI(model_name="gpt-4")
def chat_with_context():
# Инициализация диалога с системным сообщением
messages = [
SystemMessage(content="Ты дружелюбный помощник-программист. Запоминай информацию о пользователе.")
]
# Первое сообщение пользователя
user_input_1 = "Привет! Меня зовут Алексей, я изучаю Python"
messages.append(HumanMessage(content=user_input_1))
response_1 = llm.invoke(messages)
messages.append(response_1) # Добавляем ответ ИИ в историю
print(f"ИИ: {response_1.content}")
# Второе сообщение - проверяем память
user_input_2 = "Как меня зовут и что я изучаю?"
messages.append(HumanMessage(content=user_input_2))
response_2 = llm.invoke(messages)
messages.append(response_2)
print(f"ИИ: {response_2.content}")
# Третье сообщение - продолжение темы
user_input_3 = "Посоветуй мне книгу по моей теме изучения"
messages.append(HumanMessage(content=user_input_3))
response_3 = llm.invoke(messages)
print(f"ИИ: {response_3.content}")
print(f"\nОбщее количество сообщений в истории: {len(messages)}")
return messages
# Запуск диалога
history = chat_with_context()
Важный момент: Сейчас вы должны закрепить, что контекст диалога — это всего лишь набор системных, человеческих и ИИ-сообщений, объединённых в массиве. Для простых примеров достаточно в качестве такого массива использовать простой Python-список, в который вы будете помещать сообщения с метками о их типе.
Для более сложных структур стоит использовать базы данных (в том числе векторные) и разные фишки по "умному обрезанию контекста", но это уже тема другой большой беседы.
Подстановка собственных ответов: мощный трюк для управления диалогом
Более того, если вы внимательно посмотрите на структуру ответа, то заметите очень интересную возможность — вы можете создавать собственные AIMessage и подставлять их в контекст диалога. Это открывает множество продвинутых сценариев использования.
Создание "фиктивных" ответов ИИ
from langchain_core.messages import SystemMessage, HumanMessage, AIMessage
# Создаём диалог с подставленным ответом
messages = [
SystemMessage(content="Ты эксперт по Python"),
HumanMessage(content="Что такое списки в Python?"),
# Подставляем свой "ответ ИИ"
AIMessage(content="Списки в Python — это упорядоченные коллекции элементов, которые можно изменять"),
HumanMessage(content="Приведи пример работы со списками")
]
response = llm.invoke(messages)
print(response.content)
В данном примере модель будет считать, что она уже отвечала на вопрос о списках именно так, как мы указали в AIMessage, и продолжит диалог с учётом этого "факта".
Практические применения этого трюка
1. Мультимодельные диалоги
Можно комбинировать ответы разных нейросетей в одном диалоге:
from langchain_openai import ChatOpenAI
from langchain_amvera import AmveraLLM
gpt = ChatOpenAI(model="gpt-4o")
amvera = AmveraLLM(model="llama70b")
messages = [
SystemMessage(content="Ты помощник по программированию"),
HumanMessage(content="Объясни ООП в Python")
]
# Получаем ответ от DeepSeek
amvera_response = deepseek.invoke(messages)
# Добавляем его как AIMessage и продолжаем с GPT
messages.append(amvera_response)
messages.append(HumanMessage(content="Теперь покажи практический пример"))
# GPT отвечает, считая что предыдущий ответ дал он сам
gpt_response = gpt.invoke(messages)
print(f"Продолжение от GPT: {gpt_response.content}")
2. Создание экспертных персон
def create_expert_persona(expertise_area):
"""Создаём экспертную персону через подставленные ответы"""
return [
SystemMessage(content=f"Ты эксперт в области {expertise_area}"),
HumanMessage(content="Расскажи о себе"),
AIMessage(content=f"Я специализируюсь на {expertise_area} уже более 10 лет. "
f"Помогаю разработчикам решать сложные задачи и делюсь практическим опытом."),
HumanMessage(content="Какой у тебя подход к обучению?"),
AIMessage(content="Я предпочитаю объяснять сложные концепции через практические примеры "
"и реальные кейсы. Теория важна, но практика — ещё важнее!")
]
# Создаём эксперта по машинному обучению
ml_expert_context = create_expert_persona("машинное обучение")
ml_expert_context.append(HumanMessage(content="Объясни мне нейронные сети"))
response = llm.invoke(ml_expert_context)
print(response.content) # Ответ будет в стиле опытного ML-эксперта
3. Контроль качества и коррекция ответов
def improve_response(original_response):
"""Улучшаем ответ ИИ перед добавлением в контекст"""
if len(original_response.content) < 50:
# Если ответ слишком короткий, заменяем на более развёрнутый
return AIMessage(
content=f"{original_response.content}\n\nПозвольте мне дать более подробное объяснение..."
)
return original_response
# Использование
messages = [HumanMessage(content="Что такое Python?")]
response = llm.invoke(messages)
improved = improve_response(response)
messages.append(improved) # Добавляем улучшенную версию
Важные моменты при использовании
Осторожность с противоречиями:
# Плохо - создаём противоречивый контекст
messages = [
HumanMessage(content="Сколько будет 2+2?"),
AIMessage(content="2+2 = 5"), # Неправильный "ответ ИИ"
HumanMessage(content="А сколько будет 3+3?")
]
# Модель может продолжить давать неправильные ответы!
Хорошо - поддерживаем логичность:
messages = [
HumanMessage(content="Объясни принцип DRY"),
AIMessage(content="DRY (Don't Repeat Yourself) — принцип программирования, "
"согласно которому следует избегать дублирования кода"),
HumanMessage(content="Как применить DRY на практике?")
]
# Логичное продолжение темы
Управление длиной контекста
При длинных диалогах возникает проблема ограничений контекста. У каждой модели есть лимит токенов:
GPT-4o — до 128К токенов
DeepSeek-V3 — до 64К токенов
Claude-3.5 — до 200К токенов
Стратегии управления контекстом
def manage_context_length(messages, max_messages=20):
"""Простая стратегия: сохраняем системное сообщение + последние N сообщений"""
if len(messages) <= max_messages:
return messages
# Выделяем системные сообщения
system_messages = [msg for msg in messages if isinstance(msg, SystemMessage)]
dialog_messages = [msg for msg in messages if not isinstance(msg, SystemMessage)]
# Берём последние сообщения диалога
recent_messages = dialog_messages[-(max_messages - len(system_messages)):]
return system_messages + recent_messages
# Применение при каждом запросе
def smart_invoke(llm, messages):
managed_messages = manage_context_length(messages)
return llm.invoke(managed_messages)
Анализ метаданных сообщений
AIMessage содержит полезную техническую информацию:
response = llm.invoke("Расскажи о языке Python")
print(f"Содержимое: {response.content[:100]}...")
print(f"ID сообщения: {response.id}")
# Метаданные о генерации
metadata = response.response_metadata
print(f"Использовано токенов: {metadata.get('token_usage', {})}")
print(f"Модель: {metadata.get('model_name')}")
print(f"Причина завершения: {metadata.get('finish_reason')}")
# Информация о токенах для оптимизации
usage = response.usage_metadata
print(f"Входящие токены: {usage.get('input_tokens')}")
print(f"Исходящие токены: {usage.get('output_tokens')}")
Техническая реализация в LangGraph
В контексте LangGraph подстановка AIMessage особенно полезна для создания узлов-фильтров:
def response_filter_node(state):
"""Узел-фильтр для коррекции ответов"""
last_message = state["messages"][-1]
if isinstance(last_message, AIMessage):
# Проверяем и корректируем ответ
if "извините" in last_message.content.lower():
# Заменяем на более уверенный ответ
corrected = AIMessage(
content=last_message.content.replace("Извините", "Позвольте уточнить")
)
# Заменяем последнее сообщение
new_messages = state["messages"][:-1] + [corrected]
return {"messages": new_messages}
return state # Возвращаем без изменений
Ключевые принципы работы с контекстом
Всегда используйте типизированные сообщения для диалогов длиннее одного обмена
SystemMessage задаёт тон — размещайте его в начале для настройки поведения
Сохраняйте историю в списке — порядок сообщений критически важен
Контролируйте длину контекста — избегайте превышения лимитов модели
Используйте метаданные — отслеживайте потребление токенов и производительность
Подстановка AIMessage — мощный инструмент для создания сложных диалоговых сценариев
Этот мощный механизм открывает безграничные возможности для тонкой настройки поведения ИИ-агентов и создания сложных мультимодельных систем!
В следующем разделе мы применим эти знания для создания первого полноценного диалогового агента в LangGraph, который сможет вести осмысленные беседы с сохранением контекста на любое количество ходов.
Интеграция в LangGraph: создание первого диалогового агента
Мини-курс, всё таки, про LangGraph, поэтому пора переходить к графам. Далее я буду считать, что вы ознакомились с первой частью данного мини-курса. В частности, у вас должно быть базовое понимание работы с состояниями в LangGraph, узлами, рёбрами и условными узлами. Сейчас эти навыки нам понадобятся.
Далее рассмотрим несколько примеров разработки диалогов с ИИ, начиная от простых примеров для более мягкого погружения и заканчивая более сложными.
Напоминаю, что полный код из этой статьи, а также эксклюзивный контент, который я не публикую на Хабре, доступен в моем бесплатном телеграм-канале "Легкий путь в Python". В сообществе уже более 4600 участников.
Архитектура простого диалогового агента
Прежде чем погрузиться в код, давайте разберёмся с архитектурой нашего первого агента:
START → [Ввод пользователя] → [Ответ ИИ] → [Проверка продолжения]
↑ ↓
└─── Продолжить ←──────┘
Завершить → END
Наш граф состоит из трёх ключевых компонентов:
Узел ввода — получает сообщения от пользователя и проверяет команды выхода
Узел ИИ — генерирует ответ на основе полного контекста диалога
Условное ребро — принимает решение о продолжении или завершении беседы
Практическая реализация: чат с сохранением контекста
Рассмотрим первый простой пример: чат с ИИ с сохранением контекста и с выходом из диалога, когда пользователь сам решит прервать его. В качестве примера использую адаптер от Amvera Cloud.
Подготовка импортов и окружения
from dotenv import load_dotenv
from langchain_amvera import AmveraLLM
from langchain_core.messages import SystemMessage, HumanMessage, BaseMessage, AIMessage
from langgraph.graph import StateGraph, START, END
from typing import TypedDict, List
# Выгружаем переменные окружения
load_dotenv()
Из того, что мы ранее не рассматривали — вы можете заметить BaseMessage. Это базовый класс, на котором основаны все классы сообщений в LangChain. Чуть позже вы увидите, как он используется.
Определение состояния диалога
class ChatState(TypedDict):
messages: List[BaseMessage]
should_continue: bool
Данный класс содержит 2 переменные:
messages— список любых сообщений LangChain (SystemMessage, HumanMessage, AIMessage)should_continue— булевая переменная, которая указывает на продолжение или остановку диалога
Почему именно List[BaseMessage]?
Использование базового типа даёт нам гибкость — мы можем хранить любые типы сообщений в одном списке, не ограничиваясь конкретными классами.
Инициализация нейросети
llm = AmveraLLM(model="llama70b")
Узловые функции
Узел пользовательского ввода
def user_input_node(state: ChatState) -> dict:
"""Узел для получения ввода пользователя"""
user_input = input("Вы: ")
# Проверяем команды выхода
if user_input.lower() in ["выход", "quit", "exit", "пока", "bye"]:
return {"should_continue": False}
# Добавляем сообщение пользователя
new_messages = state["messages"] + [HumanMessage(content=user_input)]
return {"messages": new_messages, "should_continue": True}
Достаточно простая функция. На входе будет принимать сообщение от пользователя, и если оно будет содержать «стоп-слова», то будет менять переменную продолжения на False, иначе True.
Важная деталь: Мы не мутируем существующий список сообщений, а создаём новый. Это соответствует принципам функционального программирования и предотвращает неожиданные побочные эффекты.
Решил не усложнять данный пример. Всему своё время. В реальной практике решение об остановке диалога вполне может принимать нейросеть. Вопрос в правильной настройке.
Узел ответа ИИ
def llm_response_node(state: ChatState) -> dict:
"""Узел для генерации ответа ИИ"""
# Получаем ответ от LLM, передавая весь контекст
response = llm.invoke(state["messages"])
msg_content = response.content
# Выводим ответ
print(f"ИИ: {msg_content}")
# Добавляем ответ в историю как AIMessage
new_messages = state["messages"] + [AIMessage(content=msg_content)]
return {"messages": new_messages}
Теперь добавим функцию, которая будет вызывать нейросеть. Посмотрите на код внимательно.
Мы уже ранее вызывали нейросеть, но теперь вместо простой передачи сообщения мы каждый раз достаём весь контекст (все сообщения). По этому принципу работают большие чат-модели, как Claude или ChatGPT. То есть, это наглядный пример «памяти» нейросетей.
После того как ответ получен, мы извлекаем из него только текст и помещаем его в массив сообщений с конкретной пометкой.
Плюсы такого подхода:
Чистый контекст без технических метаданных
Экономия токенов (метаданные тоже считаются!)
Явная демонстрация создания AIMessage
Контроль над тем, что попадает в историю
Выше я указал простой и лаконичный пример хранения сообщений от ИИ, но в реальных системах стоит сохранять полный
AIMessageобъект вместо извлечения только текста. Дело в том, чтоresponseсодержит важные метаданные: информацию о потраченных токенах, времени выполнения запроса и, что критически важно для будущих инструментов, данные о вызовах внешних функций. Для учебных примеров текущий подход идеален, но в production лучше использоватьnew_messages = state["messages"] + [response]— это поможет при отладке и мониторинге.
Условная функция продолжения
def should_continue(state: ChatState) -> str:
"""Условная функция для определения продолжения диалога"""
return "continue" if state.get("should_continue", True) else "end"
Тут уже всё просто. Если should_continue на момент вызова функции True, возвращаем строку "continue", иначе "end".
Создание и компиляция графа
# Создаём граф
graph = StateGraph(ChatState)
# Добавляем узлы
graph.add_node("user_input", user_input_node)
graph.add_node("llm_response", llm_response_node)
# Создаём рёбра
graph.add_edge(START, "user_input")
graph.add_edge("user_input", "llm_response")
# Условное ребро для проверки продолжения
graph.add_conditional_edges(
"llm_response",
should_continue,
{
"continue": "user_input", # Возвращаемся к вводу пользователя
"end": END # Завершаем диалог
}
)
# Компиляция графа
app = graph.compile()
Логика работы графа:
START → user_input — начинаем с ввода пользователя
user_input → llm_response — передаём сообщение ИИ для ответа
llm_response → should_continue — проверяем, нужно ли продолжать
should_continue → user_input (если "continue") — новый цикл диалога
should_continue → END (если "end") — завершение работы
Запуск диалогового агента
if __name__ == "__main__":
print("Добро пожаловать в чат с ИИ!")
print("Для выхода введите: выход, quit, exit, пока, или bye")
print("-" * 50)
# Начальное состояние с системным сообщением
initial_state = {
"messages": [
SystemMessage(
content="Ты дружелюбный помощник. Отвечай коротко и по делу."
)
],
"should_continue": True
}
try:
# Запуск чата
final_state = app.invoke(initial_state)
print("-" * 50)
print("Чат завершён. До свидания!")
print(f"Всего сообщений в диалоге: {len(final_state['messages'])}")
except KeyboardInterrupt:
print("\n\nЧат прерван пользователем (Ctrl+C)")
except Exception as e:
print(f"\nОшибка в работе чата: {e}")
Пример работы агента
Добро пожаловать в чат с ИИ!
Для выхода введите: выход, quit, exit, пока, или bye
--------------------------------------------------
Вы: Привет! Как дела?
ИИ: Привет! Дела хорошо, спасибо! Как у тебя дела? Чем могу помочь?
Вы: Расскажи про Python
ИИ: Python — популярный язык программирования, известный простотой синтаксиса и мощными возможностями. Используется в веб-разработке, анализе данных, машинном обучении и автоматизации. Что именно интересует?
Вы: А какие у него недостатки?
ИИ: Основные недостатки Python:
• Медленная скорость выполнения по сравнению с C++ или Java
• Высокое потребление памяти
• Слабая поддержка многопоточности (GIL)
• Не подходит для мобильной разработки
Вы: пока
--------------------------------------------------
Чат завершён. До свидания!
Всего сообщений в диалоге: 7
Обратите внимание, как ИИ помнит контекст диалога — в третьем ответе он понимает, что недостатки нужно рассказать именно про Python, хотя в последнем сообщении язык программирования явно не упоминался.
Оптимизация и улучшения
Добавление обработки ошибок
def llm_response_node_with_retry(state: ChatState) -> dict:
"""Узел с обработкой ошибок и повторными попытками"""
max_retries = 3
for attempt in range(max_retries):
try:
response = llm.invoke(state["messages"])
msg_content = response.content
print(f"ИИ: {msg_content}")
new_messages = state["messages"] + [AIMessage(content=msg_content)]
return {"messages": new_messages}
except Exception as e:
if attempt == max_retries - 1:
# Последняя попытка — возвращаем ошибку пользователю
error_msg = "Извините, произошла ошибка. Попробуйте ещё раз."
print(f"ИИ: {error_msg}")
new_messages = state["messages"] + [AIMessage(content=error_msg)]
return {"messages": new_messages}
else:
print(f"Попытка {attempt + 1} неудачна, повторяю...")
continue
Контроль длины контекста
def trim_context_if_needed(messages: List[BaseMessage], max_messages: int = 20) -> List[BaseMessage]:
"""Обрезаем контекст, если он становится слишком длинным"""
if len(messages) <= max_messages:
return messages
# Сохраняем системные сообщения + последние сообщения диалога
system_msgs = [msg for msg in messages if isinstance(msg, SystemMessage)]
dialog_msgs = [msg for msg in messages if not isinstance(msg, SystemMessage)]
recent_msgs = dialog_msgs[-(max_messages - len(system_msgs)):]
return system_msgs + recent_msgs
def optimized_llm_response_node(state: ChatState) -> dict:
"""Оптимизированный узел с контролем длины контекста"""
# Обрезаем контекст при необходимости
trimmed_messages = trim_context_if_needed(state["messages"])
response = llm.invoke(trimmed_messages)
msg_content = response.content
print(f"ИИ: {msg_content}")
new_messages = state["messages"] + [AIMessage(content=msg_content)]
return {"messages": new_messages}
Что может пойти не так: типичные ошибки
Ошибка 1: Мутация состояния
# Неправильно - мутируем существующий список
def bad_user_input_node(state: ChatState) -> dict:
user_input = input("Вы: ")
state["messages"].append(HumanMessage(content=user_input)) # Мутация!
return state
# Правильно - создаём новый список
def good_user_input_node(state: ChatState) -> dict:
user_input = input("Вы: ")
new_messages = state["messages"] + [HumanMessage(content=user_input)]
return {"messages": new_messages}
Ошибка 2: Потеря системного контекста
# Неправильно - можем потерять SystemMessage
def bad_trim_context(messages: List[BaseMessage]) -> List[BaseMessage]:
return messages[-10:] # Просто берём последние 10
# Правильно - сохраняем системные сообщения
def good_trim_context(messages: List[BaseMessage]) -> List[BaseMessage]:
system_msgs = [msg for msg in messages if isinstance(msg, SystemMessage)]
dialog_msgs = [msg for msg in messages if not isinstance(msg, SystemMessage)]
return system_msgs + dialog_msgs[-8:] # Система + последние 8 диалоговых
Ошибка 3: Неправильная обработка пустого ввода
# Неправильно - не обрабатываем пустые сообщения
def bad_user_input_node(state: ChatState) -> dict:
user_input = input("Вы: ")
new_messages = state["messages"] + [HumanMessage(content=user_input)]
return {"messages": new_messages, "should_continue": True}
# Правильно - проверяем пустой ввод
def good_user_input_node(state: ChatState) -> dict:
user_input = input("Вы: ").strip()
if not user_input: # Пустое сообщение
print("Пожалуйста, введите сообщение.")
return state # Возвращаем состояние без изменений
if user_input.lower() in ["выход", "quit", "exit", "пока", "bye"]:
return {"should_continue": False}
new_messages = state["messages"] + [HumanMessage(content=user_input)]
return {"messages": new_messages, "should_continue": True}
Альтернативные подходы к управлению диалогом
ИИ принимает решение о завершении
def ai_controlled_continuation_node(state: ChatState) -> dict:
"""ИИ сам решает, нужно ли завершить диалог"""
# Добавляем специальный промпт для принятия решения
decision_messages = state["messages"] + [
HumanMessage(
content="Проанализируй диалог. Если пользователь явно хочет завершить беседу "
"или диалог исчерпан, ответь ТОЛЬКО словом 'ЗАВЕРШИТЬ'. "
"Иначе продолжи обычный разговор."
)
]
response = llm.invoke(decision_messages)
if "ЗАВЕРШИТЬ" in response.content.upper():
print("ИИ: Было приятно пообщаться! До свидания!")
return {"should_continue": False}
else:
# Обычный ответ
print(f"ИИ: {response.content}")
new_messages = state["messages"] + [AIMessage(content=response.content)]
return {"messages": new_messages, "should_continue": True}
Мы создали первый полноценный диалоговый агент в LangGraph, который:
Сохраняет контекст диалога между сообщениями
Корректно завершается по команде пользователя
Использует типизированные состояния для надёжной работы
Демонстрирует циклическую логику графа с условными переходами
Ключевые принципы, которые мы изучили:
Неизменяемость состояний — создаём новые объекты вместо мутации существующих
Правильная типизация — используем TypedDict для чёткой структуры состояний
Контроль потока — управляем выполнением через условные рёбра
Обработка ошибок — предусматриваем сценарии сбоев и восстановления
В следующей главе мы усложним задачу — создадим агента, который может работать с различными типами запросов и возвращать структурированные JSON-ответы для интеграции с внешними системами.
Структурированные JSON-ответы: как всегда получать то, что ждешь
В реальных приложениях AI-агенты должны интегрироваться с базами данных, API и другими системами. Это означает, что нам нужны не красивые диалоги, а строго структурированные данные в предсказуемом формате. К сожалению, языковые модели по природе своей склонны к творчеству, даже когда мы просим их о сухих фактах.
Проблема: когда ИИ слишком "умный"
Представьте, что вы создаете систему анализа отзывов клиентов. От агента требуется простая структура:
{
"sentiment": "positive",
"confidence": 0.85,
"key_topics": ["качество", "доставка"]
}
Но вместо этого получаете:
Конечно, я проанализирую отзыв! Вот результат моего анализа:
{
"sentiment": "positive",
"confidence": 0.85,
"key_topics": ["качество", "доставка"]
}
Как видите, отзыв довольно позитивный, особенно в части качества товара.
Надеюсь, это поможет в вашем анализе!
Проблемы такого ответа:
Невозможно распарсить JSON из-за лишнего текста
Нестабильный формат — иногда комментарии в начале, иногда в конце
Нарушение автоматизированных процессов обработки данных
Увеличение расходов на токены из-за "болтовни" модели
Решение: три ключевые сущности LangChain
Для решения этой проблемы в LangChain есть три фундаментальные сущности, которые работают в связке:
1. Pydantic модель — строгая схема данных
Pydantic — это библиотека для валидации данных в Python. В контексте LangChain она определяет, какую именно структуру JSON мы хотим получить от нейросети.
На Хабре у меня есть подробная статья о данной библиотеке: Pydantic 2: Полное руководство для Python-разработчиков — от основ до продвинутых техник. Рекомендую прочитать, если вы еще не работали с этим инструментом.
from pydantic import BaseModel, Field
from typing import List, Literal
class SentimentAnalysis(BaseModel):
sentiment: Literal["positive", "negative", "neutral"] = Field(
description="Тональность отзыва: положительная, отрицательная или нейтральная"
)
confidence: float = Field(
description="Уверенность в анализе от 0.0 до 1.0",
ge=0.0, # больше или равно 0
le=1.0 # меньше или равно 1
)
key_topics: List[str] = Field(
description="Ключевые темы, упомянутые в отзыве",
max_items=5
)
summary: str = Field(
description="Краткое резюме отзыва в одном предложении",
max_length=200
)
Возможности Pydantic для ИИ:
Ограничение значений через
Literal["positive", "negative", "neutral"]Валидация диапазонов через
ge=0.0, le=1.0Ограничение размеров через
max_items=5, max_length=200Описания полей для лучшего понимания нейросетью
2. JsonOutputParser — переводчик между ИИ и JSON
JsonOutputParser берет Pydantic модель и умеет:
Генерировать детальные инструкции для нейросети
Парсить ответ нейросети в валидный Python dict
Валидировать результат по заданной схеме
from langchain_core.output_parsers import JsonOutputParser
# Создаем парсер на основе нашей модели
parser = JsonOutputParser(pydantic_object=SentimentAnalysis)
print("Что генерирует парсер:")
print(parser.get_format_instructions())
Что генерирует get_format_instructions():
The output should be formatted as a JSON instance that conforms to the JSON schema below.
As an example, for the schema {"properties": {"foo": {"title": "Foo", "description": "a list of strings", "type": "array", "items": {"type": "string"}}}, "required": ["foo"]}
the object {"foo": ["bar", "baz"]} is a well-formatted instance of the schema.
Here is the output schema:
{
"properties": {
"sentiment": {
"description": "Тональность отзыва: положительная, отрицательная или нейтральная",
"enum": ["positive", "negative", "neutral"],
"title": "Sentiment",
"type": "string"
},
"confidence": {
"description": "Уверенность в анализе от 0.0 до 1.0",
"maximum": 1.0,
"minimum": 0.0,
"title": "Confidence",
"type": "number"
},
// ... остальные поля
},
"required": ["sentiment", "confidence", "key_topics", "summary"]
}
Эти инструкции нейросеть понимает намного лучше, чем наши человеческие объяснения типа "верни JSON".
3. PromptTemplate — умный шаблон промптов
PromptTemplate решает проблему динамической подстановки данных в промпты:
Проблема простых строк:
# Неудобно и не масштабируется
def create_prompt(review, format_instructions):
return f"""Проанализируй отзыв: {review}
{format_instructions}
ТОЛЬКО JSON!"""
# При каждом использовании нужно помнить порядок параметров
prompt1 = create_prompt(review_text, instructions) # Правильно
prompt2 = create_prompt(instructions, review_text) # Ошибка!
Решение через PromptTemplate:
from langchain_core.prompts import PromptTemplate
prompt_template = PromptTemplate(
template="""Проанализируй отзыв: {review}
{format_instructions}
ТОЛЬКО JSON!""",
input_variables=["review"], # Что должен предоставить пользователь
partial_variables={ # Что заполняется автоматически
"format_instructions": parser.get_format_instructions()
}
)
Анатомия PromptTemplate:
template — текст с плейсхолдерами в
{}input_variables — список переменных от пользователя
partial_variables — переменные с предустановленными значениями
Способы использования:
# Способ 1: format() — возвращает обычную строку
formatted_text = prompt_template.format(review="Отличный товар!")
# Способ 2: invoke() — возвращает специальный PromptValue объект
prompt_value = prompt_template.invoke({"review": "Отличный товар!"})
# Способ 3: в цепочке (самый элегантный)
chain = prompt_template | llm | parser
Почему invoke() лучше format():
Валидация параметров
Поддержка всех типов данных
Лучшая интеграция с LangChain компонентами
Практический пример: собираем все вместе
from langchain_amvera import AmveraLLM
from pydantic import BaseModel, Field
from typing import List, Literal
from langchain_core.output_parsers import JsonOutputParser
from langchain_core.prompts import PromptTemplate
from dotenv import load_dotenv
load_dotenv()
# Определяем структуру данных
class SentimentAnalysis(BaseModel):
sentiment: Literal["positive", "negative", "neutral"] = Field(
description="Тональность отзыва: положительная, отрицательная или нейтральная"
)
confidence: float = Field(
description="Уверенность в анализе от 0.0 до 1.0",
ge=0.0, le=1.0
)
key_topics: List[str] = Field(
description="Ключевые темы, упомянутые в отзыве",
max_items=5
)
summary: str = Field(
description="Краткое резюме отзыва в одном предложении",
max_length=200
)
# Создаем парсер
parser = JsonOutputParser(pydantic_object=SentimentAnalysis)
# Создаем умный шаблон
prompt_template = PromptTemplate(
template="""Проанализируй отзыв: {review}
{format_instructions}
ТОЛЬКО JSON!""",
input_variables=["review"],
partial_variables={
"format_instructions": parser.get_format_instructions() # Автомагия!
}
)
# Инициализируем нейросеть
llm = AmveraLLM(model="llama70b", temperature=0.0)
Тестируем пошагово:
# Тестовый отзыв
review = "Товар отличный, быстрая доставка! Очень доволен покупкой."
print("=== ПОШАГОВОЕ ВЫПОЛНЕНИЕ ===")
# Шаг 1: Применяем шаблон
print("Применяем PromptTemplate")
prompt_value = prompt_template.invoke({"review": review})
print(f"Тип: {type(prompt_value)}")
# Посмотрим на готовый промпт
prompt_text = prompt_value.to_string()
print("Готовый промпт:")
print(prompt_text[:200] + "...") # Первые 200 символов
print()
# Шаг 2: Отправляем в нейросеть
print("Отправляем в нейросеть")
llm_response = llm.invoke(prompt_value)
print(f"Тип ответа: {type(llm_response)}")
print(f"Ответ: {llm_response.content}")
print()
# Шаг 3: Парсим JSON
print("Парсим JSON")
parsed_result = parser.invoke(llm_response)
print(f"Тип результата: {type(parsed_result)}")
print("Структурированные данные:")
for key, value in parsed_result.items():
print(f" {key}: {value}")
Результат:
=== ПОШАГОВОЕ ВЫПОЛНЕНИЕ ===
1️⃣ Применяем PromptTemplate
Тип:
Готовый промпт:
Проанализируй отзыв: Товар отличный, быстрая доставка! Очень доволен покупкой.
The output should be formatted as a JSON instance...
2️⃣ Отправляем в нейросеть
Тип ответа:
Ответ: {"sentiment": "positive", "confidence": 0.95, "key_topics": ["качество", "доставка"], "summary": "Положительный отзыв о качестве товара и быстрой доставке."}
3️⃣ Парсим JSON
Тип результата:
Структурированные данные:
sentiment: positive
confidence: 0.95
key_topics: ['качество', 'доставка']
summary: Положительный отзыв о качестве товара и быстрой доставке.
Лаконичный способ через цепочку:
# Все в одну строку
analysis_chain = prompt_template | llm | parser
result = analysis_chain.invoke({"review": review})
print("=== ЧЕРЕЗ ЦЕПОЧКУ ===")
print(f"Результат: {result}")
Результат тот же:
=== ЧЕРЕЗ ЦЕПОЧКУ ===
Результат: {'sentiment': 'positive', 'confidence': 0.95, 'key_topics': ['качество', 'доставка'], 'summary': 'Положительный отзыв о качестве товара и быстрой доставке.'}
Ключевые принципы работы
Последовательность компонентов:
Pydantic модель → JsonOutputParser → PromptTemplate → LLM → JsonOutputParser
↓ ↓ ↓ ↓ ↓
Схема JSON Инструкции для ИИ Полный промпт Ответ ИИ Валидный dict
Важные детали:
JsonOutputParser используется дважды: для генерации инструкций и для парсинга ответа
PromptTemplate автоматически подставляет инструкции через
partial_variablestemperature=0.0 обеспечивает максимальную предсказуемость
Pydantic валидация гарантирует соответствие схеме
Что дальше: интеграция в LangGraph
Теперь, когда мы разобрали основные компоненты по отдельности, пора интегрировать их в архитектуру LangGraph. В следующем разделе мы:
Создадим граф с отдельными узлами для каждого этапа обработки
Добавим обработку ошибок и retry-логику на уровне узлов
Построим систему пакетной обработки отзывов
Интегрируем JSON-анализ в многоуровневые диалоговые агенты
Граф будет выглядеть так:
START → [Подготовка промпта] → [Вызов LLM] → [Парсинг JSON] → [Валидация] → END
↓ ↓ ↓ ↓
[Обработка ошибок] ←────┴──────────────┴──────────────┘
Каждый узел будет отвечать за свой этап, что обеспечит максимальную наблюдаемость, тестируемость и возможность точной настройки процесса получения структурированных данных от ИИ.
Закрепляем на практике: умная система анализа
На данный момент мы уже умеем работать с графом, умеем подключать к графу LLM и разобрались с важной темой парсинга ответов в валидный JSON формат. А это значит, что мы готовы к более серьезной практической работе.
Суть задачи будет сводиться к следующему:
В интерактивном формате пользователь будет писать сообщения
Нейросеть должна будет определять — это отзыв или просто обычное сообщение (вопрос)
В случае если это отзыв — запускаем анализ с получением структурированного JSON
В случае если это вопрос — даем обычный ответ чат-бота
Тут смысл вот в чем. Я покажу вам на этом простом примере, что при грамотном применении инструментов мы будем получать тот функционал, который даже не закладывали изначально, а именно — интерактивный анализатор отзывов от пользователя. Когда перейдем к коду станет все более понятно.
Архитектура системы: два пути обработки
Представьте граф, который работает как умный диспетчер:
START → [Ввод пользователя] → [Классификация ИИ]
↓
┌─── Отзыв? ───┐
↓ ↓
[Анализ отзыва] [Ответ на вопрос]
↓ ↓
[JSON результат] [Обычный чат]
↓ ↓
└─── [Продолжить] ──┘
↓
[Новый ввод] или END
Ключевая особенность: одна нейросеть принимает решение, какой путь выбрать, а затем система автоматически направляет данные в соответствующую ветку обработки.
Pydantic модели: определяем структуры данных
Для нашей системы понадобятся две модели — одна для классификации, другая для анализа:
from pydantic import BaseModel, Field
from typing import List, Literal
# Модель для классификации сообщения
class MessageClassification(BaseModel):
message_type: Literal["review", "question"] = Field(
description="Тип сообщения: отзыв или вопрос"
)
confidence: float = Field(
description="Уверенность в классификации от 0.0 до 1.0",
ge=0.0, le=1.0
)
# Модель для анализа отзыва
class ReviewAnalysis(BaseModel):
sentiment: Literal["positive", "negative", "neutral"] = Field(
description="Тональность отзыва"
)
confidence: float = Field(
description="Уверенность в анализе от 0.0 до 1.0",
ge=0.0, le=1.0
)
key_topics: List[str] = Field(
description="Ключевые темы из отзыва",
max_items=5
)
summary: str = Field(
description="Краткое резюме в одном предложении",
max_length=150
)
Почему две модели?
MessageClassification — простая задача: отзыв или вопрос?
ReviewAnalysis — сложная задача: детальный анализ отзыва
Это позволяет нейросети лучше сосредоточиться на каждой конкретной задаче.
Состояние системы: что храним между узлами
from langchain_core.messages import BaseMessage
from typing import TypedDict, List
class SystemState(TypedDict):
messages: List[BaseMessage] # История диалога
current_user_input: str # Текущее сообщение пользователя
message_type: str # Результат классификации
should_continue: bool # Продолжать работу?
analysis_results: List[dict] # Накопленные результаты анализа
Логика состояния:
messages— сохраняет контекст для чат-ботаcurrent_user_input— передает данные между узламиmessage_type— результат классификации для маршрутизацииanalysis_results— накапливает JSON результаты анализа отзывов
Узлы системы: пошаговая обработка
Узел 1: Получение пользовательского ввода
def user_input_node(state: SystemState) -> dict:
"""Узел получения пользовательского ввода"""
user_input = input("\n👤 Вы: ").strip()
# Команды выхода
if user_input.lower() in ["выход", "quit", "exit", "пока", "bye"]:
return {"should_continue": False}
# Команда статистики
if user_input.lower() in ["стат", "статистика", "results"]:
analysis_results = state.get("analysis_results", [])
if analysis_results:
print(f"\n📊 Проанализировано отзывов: {len(analysis_results)}")
# Подсчет тональности
sentiments = [r["analysis"]["sentiment"] for r in analysis_results]
pos = sentiments.count("positive")
neg = sentiments.count("negative")
neu = sentiments.count("neutral")
print(f"Положительные: {pos}, Отрицательные: {neg}, Нейтральные: {neu}")
else:
print("📊 Пока нет проанализированных отзывов")
return {"should_continue": True} # Остаемся в том же узле
return {
"current_user_input": user_input,
"should_continue": True
}
Особенности:
Обрабатывает команды системы (
выход,стат)Показывает накопленную статистику по отзывам
Передает обычный ввод дальше по графу
Узел 2: Классификация сообщения
# Создаем парсер и промпт для классификации
classification_parser = JsonOutputParser(pydantic_object=MessageClassification)
classification_prompt = PromptTemplate(
template="""Определи, является ли это сообщение отзывом о товаре/услуге или обычным вопросом.
ОТЗЫВ - это мнение о товаре, услуге, опыте использования, оценка качества.
ВОПРОС - это запрос информации, общение, просьба о помощи.
Сообщение: {user_input}
{format_instructions}
Верни ТОЛЬКО JSON!""",
input_variables=["user_input"],
partial_variables={"format_instructions": classification_parser.get_format_instructions()}
)
def classify_message_node(state: SystemState) -> dict:
"""Узел классификации сообщения"""
user_input = state["current_user_input"]
try:
print("🤔 Определяю тип сообщения...")
# Создаем цепочку классификации
classification_chain = classification_prompt | llm | classification_parser
result = classification_chain.invoke({"user_input": user_input})
message_type = result["message_type"]
confidence = result["confidence"]
print(f"📝 Тип: {message_type} (уверенность: {confidence:.2f})")
return {"message_type": message_type}
except Exception as e:
print(f"❌ Ошибка классификации: {e}")
# По умолчанию считаем вопросом
return {"message_type": "question"}
Ключевая логика:
Одна нейросеть решает: отзыв это или вопрос
Четкие критерии в промпте помогают точной классификации
Fallback стратегия при ошибках
Узел 3: Анализ отзыва (JSON путь)
# Парсер и промпт для анализа
review_parser = JsonOutputParser(pydantic_object=ReviewAnalysis)
review_analysis_prompt = PromptTemplate(
template="""Проанализируй этот отзыв клиента:
Отзыв: {review}
{format_instructions}
Верни ТОЛЬКО JSON без дополнительных комментариев!""",
input_variables=["review"],
partial_variables={"format_instructions": review_parser.get_format_instructions()}
)
def analyze_review_node(state: SystemState) -> dict:
"""Узел анализа отзыва"""
user_input = state["current_user_input"]
try:
print("🔍 Анализирую отзыв...")
# Анализируем отзыв
analysis_chain = review_analysis_prompt | llm | review_parser
analysis_result = analysis_chain.invoke({"review": user_input})
# Создаем полный результат
full_result = {
"original_review": user_input,
"analysis": analysis_result
}
# Добавляем в накопленные результаты
analysis_results = state.get("analysis_results", [])
new_analysis_results = analysis_results + [full_result]
# Красивый вывод JSON
print("\n" + "="*60)
print("📊 АНАЛИЗ ОТЗЫВА (JSON):")
print("="*60)
print(json.dumps(full_result, ensure_ascii=False, indent=2))
print("="*60)
# Добавляем в контекст диалога
messages = state["messages"]
new_messages = messages + [
HumanMessage(content=user_input),
AIMessage(content=f"Отзыв проанализирован: {analysis_result['sentiment']} тональность с уверенностью {analysis_result['confidence']:.2f}")
]
return {
"messages": new_messages,
"analysis_results": new_analysis_results
}
except Exception as e:
print(f"❌ Ошибка анализа отзыва: {e}")
# Fallback: добавляем в диалог сообщение об ошибке
messages = state["messages"]
new_messages = messages + [
HumanMessage(content=user_input),
AIMessage(content="Извините, произошла ошибка при анализе отзыва.")
]
return {"messages": new_messages}
Что происходит:
Полный JSON анализ отзыва
Результат сохраняется в
analysis_resultsдля статистикиКраткая информация добавляется в диалоговый контекст
Красивый вывод JSON в консоль
Узел 4: Ответ на вопрос (чат путь)
def answer_question_node(state: SystemState) -> dict:
"""Узел ответа на вопрос"""
user_input = state["current_user_input"]
try:
print("💬 Отвечаю на вопрос...")
# Добавляем вопрос в контекст
messages = state["messages"] + [HumanMessage(content=user_input)]
# Получаем ответ от LLM
response = llm.invoke(messages)
ai_response = response.content
print(f"🤖 ИИ: {ai_response}")
# Добавляем ответ в контекст
new_messages = messages + [AIMessage(content=ai_response)]
return {"messages": new_messages}
except Exception as e:
print(f"❌ Ошибка при ответе: {e}")
messages = state["messages"] + [
HumanMessage(content=user_input),
AIMessage(content="Извините, произошла ошибка при обработке вашего вопроса.")
]
return {"messages": messages}
Простая логика чат-бота:
Добавляем вопрос в контекст диалога
LLM отвечает на основе всей истории сообщений
Сохраняем ответ в контекст для следующих вопросов
Функции маршрутизации: как граф принимает решения
Маршрутизация после ввода
def route_after_input(state: SystemState) -> str:
"""Маршрутизация после ввода пользователя"""
if not state.get("should_continue", True):
return "end"
if state.get("current_user_input"):
return "classify"
return "get_input" # Если пустой ввод, запрашиваем заново
Маршрутизация после классификации
def route_after_classification(state: SystemState) -> str:
"""Маршрутизация после классификации"""
message_type = state.get("message_type", "question")
if message_type == "review":
return "analyze_review" # → JSON анализ
else:
return "answer_question" # → обычный чат
Здесь происходит магия: одно решение нейросети определяет весь дальнейший путь обработки.
Маршрутизация продолжения
def route_continue(state: SystemState) -> str:
"""Проверка продолжения работы"""
return "get_input" if state.get("should_continue", True) else "end"
Сборка графа: связываем все узлы
from langgraph.graph import StateGraph, START, END
# Создание графа
graph = StateGraph(SystemState)
# Добавляем узлы
graph.add_node("get_input", user_input_node)
graph.add_node("classify", classify_message_node)
graph.add_node("analyze_review", analyze_review_node)
graph.add_node("answer_question", answer_question_node)
# Создаем рёбра
graph.add_edge(START, "get_input")
# Условные рёбра для маршрутизации
graph.add_conditional_edges(
"get_input",
route_after_input,
{
"classify": "classify",
"get_input": "get_input", # Цикл при пустом вводе
"end": END
}
)
graph.add_conditional_edges(
"classify",
route_after_classification,
{
"analyze_review": "analyze_review", # → JSON путь
"answer_question": "answer_question" # → чат путь
}
)
graph.add_conditional_edges(
"analyze_review",
route_continue,
{
"get_input": "get_input", # Возврат к вводу
"end": END
}
)
graph.add_conditional_edges(
"answer_question",
route_continue,
{
"get_input": "get_input", # Возврат к вводу
"end": END
}
)
# Компиляция
app = graph.compile()
Запуск и тестирование системы
if __name__ == "__main__":
print("🤖 Умная система: Анализ отзывов + Чат-бот")
print("Введите отзыв - получите JSON анализ")
print("Задайте вопрос - получите ответ")
print("Команды: 'стат' - статистика, 'выход' - завершить")
print("-" * 60)
# Начальное состояние
initial_state = {
"messages": [
SystemMessage(content="Ты дружелюбный помощник. Отвечай коротко и по делу на вопросы пользователя.")
],
"current_user_input": "",
"message_type": "",
"should_continue": True,
"analysis_results": []
}
try:
final_state = app.invoke(initial_state)
print("\n✅ Работа завершена!")
print(f"📝 Всего сообщений: {len(final_state.get('messages', []))}")
print(f"📊 Проанализировано отзывов: {len(final_state.get('analysis_results', []))}")
except KeyboardInterrupt:
print("\n\n⚠️ Работа прервана (Ctrl+C)")
except Exception as e:
print(f"\n❌ Ошибка системы: {e}")
Пример работы системы
🤖 Умная система: Анализ отзывов + Чат-бот
Введите отзыв - получите JSON анализ
Задайте вопрос - получите ответ
Команды: 'стат' - статистика, 'выход' - завершить
------------------------------------------------------------
👤 Вы: Отличный товар, быстрая доставка!
🤔 Определяю тип сообщения...
📝 Тип: review (уверенность: 0.95)
🔍 Анализирую отзыв...
============================================================
📊 АНАЛИЗ ОТЗЫВА (JSON):
============================================================
{
"original_review": "Отличный товар, быстрая доставка!",
"analysis": {
"sentiment": "positive",
"confidence": 0.92,
"key_topics": ["качество", "доставка"],
"summary": "Положительный отзыв о качестве товара и скорости доставки."
}
}
============================================================
👤 Вы: А как работает ваша доставка?
🤔 Определяю тип сообщения...
📝 Тип: question (уверенность: 0.88)
💬 Отвечаю на вопрос...
🤖 ИИ: Я не представляю конкретную компанию, но обычно доставка работает через курьерские службы или пункты выдачи. Уточните, о какой доставке вы спрашиваете?
👤 Вы: стат
📊 Проанализировано отзывов: 1
Положительные: 1, Отрицательные: 0, Нейтральные: 0
👤 Вы: выход
✅ Работа завершена!
📝 Всего сообщений: 5
📊 Проанализировано отзывов: 1
Что мы получили в итоге
Функциональность, которую мы не закладывали изначально:
Автоматическая классификация — система сама понимает тип сообщения
Накопление статистики — автоматически собирает данные по отзывам
Гибридный интерфейс — JSON анализ + обычный чат в одной системе
Контекстная память — чат-бот помнит предыдущие сообщения
Командный интерфейс — встроенные команды для управления
Ключевые принципы архитектуры:
Разделение ответственности — каждый узел решает одну задачу
Умная маршрутизация — граф сам выбирает путь обработки
Состояние как память — вся важная информация сохраняется между узлами
Graceful degradation — система работает даже при ошибках отдельных компонентов
Это демонстрирует мощь LangGraph: правильно спроектированная архитектура дает функциональность, которая превышает сумму отдельных компонентов!
Мультимодельные системы: когда одной нейросети недостаточно
До сих пор мы использовали одну нейросеть для решения всех задач в наших графах. Но в реальных проектах часто возникают ситуации, когда разные модели лучше справляются с разными типами задач. Представьте систему, где:
DeepSeek анализирует код и технические документы
Amvera (LLaMA) ведет естественные диалоги с пользователями
GigaChat работает с русскоязычным контентом и локальными реалиями
Каждая модель имеет свои сильные стороны, и LangGraph позволяет элегантно объединить их в единую систему.
Зачем нужны мультимодельные системы?
Специализация моделей
Разные модели — разные таланты:
Кодовые модели (DeepSeek-Coder) лучше понимают программирование
Диалоговые модели (GPT-4, Claude) лучше ведут беседы
Локальные модели (GigaChat, YandexGPT) лучше знают местные реалии
Мультимодальные (GPT-4V, Gemini Vision) работают с изображениями
Оптимизация затрат
Экономическая выгода:
Простая классификация → дешевая модель (DeepSeek)
Сложный анализ → мощная модель (GPT-4)
Локальный контекст → региональная модель (GigaChat)
Отказоустойчивость
Резервирование:
Основная модель недоступна → переключение на backup
Разные провайдеры → снижение рисков блокировок
Географическая распределенность → стабильность сервиса
Архитектура мультимодельной системы
Представим граф, где разные узлы используют разные модели:
START → [Определение задачи] → [Маршрутизация]
↓
┌──── Код? ────┐ ┌── Диалог? ──┐ ┌── Локальный контекст? ──┐
↓ ↓ ↓ ↓ ↓ ↓
[DeepSeek Coder] [Анализ] [Amvera] [Беседа] [GigaChat] [Местные реалии]
↓ ↓ ↓ ↓ ↓ ↓
└──────── [Объединение результатов] ──────────────────────────┘
↓
[Финальный ответ] → END
Практический пример: техническая поддержка с ИИ
Создадим систему техподдержки, где:
DeepSeek анализирует код и технические вопросы
Amvera ведет общий диалог и объясняет решения
GigaChat отвечает на вопросы про российские особенности
Подготовка моделей
from dotenv import load_dotenv
from langchain_deepseek import ChatDeepSeek
from langchain_amvera import AmveraLLM
from langchain_gigachat.chat_models import GigaChat
from langchain_core.messages import SystemMessage, HumanMessage, AIMessage
from langgraph.graph import StateGraph, START, END
from typing import TypedDict, List, Literal
from pydantic import BaseModel, Field
load_dotenv()
# Инициализация трех разных моделей
deepseek_model = ChatDeepSeek(
model="deepseek-chat",
temperature=0.1 # Низкая температура для технических задач
)
amvera_model = AmveraLLM(
model="llama70b",
temperature=0.7 # Умеренная температура для диалогов
)
gigachat_model = GigaChat(
model="GigaChat-2-Max",
temperature=0.3, # Средняя температура
verify_ssl_certs=False
)
Модель для классификации задач
class TaskClassification(BaseModel):
task_type: Literal["code", "dialog", "local"] = Field(
description="Тип задачи: code - программирование, dialog - общение, local - российские реалии"
)
confidence: float = Field(
description="Уверенность в классификации от 0.0 до 1.0",
ge=0.0, le=1.0
)
reasoning: str = Field(
description="Краткое объяснение выбора",
max_length=100
)
Состояние системы
class MultiModelState(TypedDict):
user_question: str # Вопрос пользователя
task_type: str # Результат классификации
code_analysis: str # Результат от DeepSeek
dialog_response: str # Результат от Amvera
local_context: str # Результат от GigaChat
final_answer: str # Итоговый ответ
should_continue: bool # Продолжать работу
Узел классификации задач
from langchain_core.output_parsers import JsonOutputParser
from langchain_core.prompts import PromptTemplate
# Настройка классификатора (используем DeepSeek как быструю модель)
classification_parser = JsonOutputParser(pydantic_object=TaskClassification)
classification_prompt = PromptTemplate(
template="""Определи тип задачи пользователя:
CODE - вопросы про программирование, отладку, код, алгоритмы, технологии
DIALOG - обычные вопросы, просьбы о помощи, общение, объяснения
LOCAL - вопросы про Россию, российские законы, локальные особенности, госуслуги
Вопрос: {question}
{format_instructions}
Верни ТОЛЬКО JSON!""",
input_variables=["question"],
partial_variables={"format_instructions": classification_parser.get_format_instructions()}
)
def classify_task_node(state: MultiModelState) -> dict:
"""Узел классификации задачи - используем DeepSeek"""
question = state["user_question"]
try:
print(f"🤔 Классифицирую задачу...")
classification_chain = classification_prompt | deepseek_model | classification_parser
result = classification_chain.invoke({"question": question})
task_type = result["task_type"]
confidence = result["confidence"]
reasoning = result["reasoning"]
print(f"📋 Тип: {task_type} ({confidence:.2f}) - {reasoning}")
return {"task_type": task_type}
except Exception as e:
print(f"❌ Ошибка классификации: {e}")
return {"task_type": "dialog"} # Fallback к диалогу
Узел анализа кода (DeepSeek)
def code_analysis_node(state: MultiModelState) -> dict:
"""Узел анализа кода - специализация DeepSeek"""
question = state["user_question"]
try:
print("💻 DeepSeek анализирует код...")
code_messages = [
SystemMessage(content="""Ты эксперт-программист. Анализируй код, находи ошибки,
предлагай оптимизации. Отвечай технично и точно."""),
HumanMessage(content=question)
]
response = deepseek_model.invoke(code_messages)
analysis = response.content
print(f"✅ DeepSeek: {analysis[:100]}...")
return {"code_analysis": analysis}
except Exception as e:
print(f"❌ Ошибка DeepSeek: {e}")
return {"code_analysis": "Ошибка анализа кода"}
Узел диалогового общения (Amvera)
def dialog_response_node(state: MultiModelState) -> dict:
"""Узел диалогового общения - сила Amvera LLaMA"""
question = state["user_question"]
try:
print("💬 Amvera ведет диалог...")
dialog_messages = [
SystemMessage(content="""Ты дружелюбный помощник. Отвечай развернуто,
объясняй простым языком, будь полезным и понимающим."""),
HumanMessage(content=question)
]
response = amvera_model.invoke(dialog_messages)
dialog_answer = response.content
print(f"✅ Amvera: {dialog_answer[:100]}...")
return {"dialog_response": dialog_answer}
except Exception as e:
print(f"❌ Ошибка Amvera: {e}")
return {"dialog_response": "Ошибка диалогового ответа"}
Узел локального контекста (GigaChat)
def local_context_node(state: MultiModelState) -> dict:
"""Узел локального контекста - экспертиза GigaChat"""
question = state["user_question"]
try:
print("🇷🇺 GigaChat анализирует локальный контекст...")
local_messages = [
SystemMessage(content="""Ты эксперт по России: законы, традиции, особенности,
госуслуги, местная специфика. Давай точную информацию о российских реалиях."""),
HumanMessage(content=question)
]
response = gigachat_model.invoke(local_messages)
local_info = response.content
print(f"✅ GigaChat: {local_info[:100]}...")
return {"local_context": local_info}
except Exception as e:
print(f"❌ Ошибка GigaChat: {e}")
return {"local_context": "Ошибка анализа локального контекста"}
Узел получения пользовательского ввода
def user_input_node(state: MultiModelState) -> dict:
"""Узел получения вопроса от пользователя"""
question = input("\n❓ Ваш вопрос: ").strip()
if question.lower() in ["выход", "quit", "exit", "bye"]:
return {"should_continue": False}
return {
"user_question": question,
"should_continue": True
}
Узел синтеза финального ответа
def synthesize_answer_node(state: MultiModelState) -> dict:
"""Узел синтеза итогового ответа - используем Amvera для объединения"""
task_type = state["task_type"]
question = state["user_question"]
# Собираем доступные результаты
results = []
if state.get("code_analysis"):
results.append(f"Технический анализ: {state['code_analysis']}")
if state.get("dialog_response"):
results.append(f"Общий ответ: {state['dialog_response']}")
if state.get("local_context"):
results.append(f"Локальная информация: {state['local_context']}")
if not results:
return {"final_answer": "Не удалось получить ответ от моделей"}
try:
print("🔄 Синтезирую итоговый ответ...")
synthesis_prompt = f"""На основе результатов от разных ИИ-моделей дай пользователю единый полезный ответ.
Вопрос пользователя: {question}
Тип задачи: {task_type}
Результаты от моделей:
{chr(10).join(results)}
Создай связный, полезный ответ, объединив лучшее из каждого источника."""
synthesis_messages = [
SystemMessage(content="Ты синтезируешь ответы от разных ИИ в единый полезный ответ."),
HumanMessage(content=synthesis_prompt)
]
response = amvera_model.invoke(synthesis_messages)
final_answer = response.content
print("="*60)
print("🎯 ИТОГОВЫЙ ОТВЕТ:")
print("="*60)
print(final_answer)
print("="*60)
return {"final_answer": final_answer}
except Exception as e:
print(f"❌ Ошибка синтеза: {e}")
return {"final_answer": "Ошибка при создании итогового ответа"}
Функции маршрутизации
def route_after_input(state: MultiModelState) -> str:
"""Маршрутизация после ввода"""
if not state.get("should_continue", True):
return "end"
return "classify"
def route_after_classification(state: MultiModelState) -> str:
"""Маршрутизация по типу задачи"""
task_type = state.get("task_type", "dialog")
if task_type == "code":
return "analyze_code"
elif task_type == "local":
return "local_context"
else:
return "dialog_response"
def route_to_synthesis(state: MultiModelState) -> str:
"""Маршрутизация к синтезу ответа"""
return "synthesize"
def route_continue(state: MultiModelState) -> str:
"""Проверка продолжения"""
return "get_input" if state.get("should_continue", True) else "end"
Сборка мультимодельного графа
# Создание графа
graph = StateGraph(MultiModelState)
# Добавляем узлы
graph.add_node("get_input", user_input_node)
graph.add_node("classify", classify_task_node)
graph.add_node("analyze_code", code_analysis_node)
graph.add_node("dialog_response", dialog_response_node)
graph.add_node("local_context", local_context_node)
graph.add_node("synthesize", synthesize_answer_node)
# Создаем рёбра
graph.add_edge(START, "get_input")
# Условные рёбра
graph.add_conditional_edges(
"get_input",
route_after_input,
{
"classify": "classify",
"end": END
}
)
graph.add_conditional_edges(
"classify",
route_after_classification,
{
"analyze_code": "analyze_code",
"dialog_response": "dialog_response",
"local_context": "local_context"
}
)
# Все специализированные узлы ведут к синтезу
graph.add_conditional_edges(
"analyze_code",
route_to_synthesis,
{"synthesize": "synthesize"}
)
graph.add_conditional_edges(
"dialog_response",
route_to_synthesis,
{"synthesize": "synthesize"}
)
graph.add_conditional_edges(
"local_context",
route_to_synthesis,
{"synthesize": "synthesize"}
)
graph.add_conditional_edges(
"synthesize",
route_continue,
{
"get_input": "get_input",
"end": END
}
)
# Компиляция
multi_model_app = graph.compile()
Запуск системы
if __name__ == "__main__":
print("🤖 Мультимодельная система техподдержки")
print("DeepSeek - код | Amvera - диалоги | GigaChat - локальный контекст")
print("Команда 'выход' для завершения")
print("-" * 70)
initial_state = {
"user_question": "",
"task_type": "",
"code_analysis": "",
"dialog_response": "",
"local_context": "",
"final_answer": "",
"should_continue": True
}
try:
final_state = multi_model_app.invoke(initial_state)
print("\n✅ Система завершена!")
except KeyboardInterrupt:
print("\n\n⚠️ Работа прервана (Ctrl+C)")
except Exception as e:
print(f"\n❌ Ошибка системы: {e}")
Пример работы системы
Сценарий 1: Вопрос про код
❓ Ваш вопрос: Как исправить ошибку "list index out of range" в Python?
🤔 Классифицирую задачу...
📋 Тип: code (0.95) - Вопрос про отладку Python
💻 DeepSeek анализирует код...
✅ DeepSeek: Ошибка "list index out of range" возникает при попытке...
🔄 Синтезирую итоговый ответ...
============================================================
🎯 ИТОГОВЫЙ ОТВЕТ:
============================================================
Ошибка "list index out of range" в Python возникает, когда вы пытаетесь
обратиться к элементу списка по индексу, которого не существует...
[Технический анализ от DeepSeek + объяснение от Amvera]
============================================================
Сценарий 2: Вопрос про российские реалии
❓ Ваш вопрос: Как получить справку о доходах через Госуслуги?
🤔 Классифицирую задачу...
📋 Тип: local (0.92) - Вопрос про госуслуги России
🇷🇺 GigaChat анализирует локальный контекст...
✅ GigaChat: Для получения справки о доходах через Госуслуги нужно...
🔄 Синтезирую итоговый ответ...
============================================================
🎯 ИТОГОВЫЙ ОТВЕТ:
============================================================
Чтобы получить справку о доходах через портал Госуслуги, следуйте инструкции...
[Экспертная информация от GigaChat + понятное объяснение от Amvera]
============================================================
Сценарий 3: Обычный диалог
❓ Ваш вопрос: Расскажи о пользе чтения книг
🤔 Классифицирую задачу...
📋 Тип: dialog (0.88) - Общий вопрос для обсуждения
💬 Amvera ведет диалог...
✅ Amvera: Чтение книг приносит множество пользы...
🔄 Синтезирую итоговый ответ...
============================================================
🎯 ИТОГОВЫЙ ОТВЕТ:
============================================================
Чтение книг - это одна из самых полезных привычек...
[Развернутый ответ от Amvera]
============================================================
Преимущества мультимодельного подхода
Специализация и качество
Каждая модель делает то, что умеет лучше всего:
DeepSeek дает точные технические ответы
Amvera ведет живые диалоги и синтезирует информацию
GigaChat предоставляет актуальную локальную информацию
Экономическая эффективность
Оптимизация затрат:
Простая классификация через быструю модель (DeepSeek)
Сложные задачи направляются к специализированным моделям
Нет переплаты за неиспользуемые возможности
Отказоустойчивость
Резервирование на уровне архитектуры:
def fallback_node(state: MultiModelState) -> dict:
"""Узел-fallback при недоступности основных моделей"""
try:
# Пробуем запасную модель
backup_response = backup_model.invoke(state["user_question"])
return {"final_answer": backup_response.content}
except:
return {"final_answer": "Все модели временно недоступны"}
Паттерны использования мультимодельных систем
Паттерн "Специалист-Генералист"
Классификация → Специалист → Генералист (синтез)
Специалист решает узкую задачу (код, локальная информация)
Генералист объединяет результаты в понятный ответ
Паттерн "Консилиум экспертов"
def expert_consensus_node(state: MultiModelState) -> dict:
"""Получаем мнения от всех моделей и выбираем лучший ответ"""
results = []
# Спрашиваем у всех моделей
for model_name, model in [("DeepSeek", deepseek_model),
("Amvera", amvera_model),
("GigaChat", gigachat_model)]:
try:
response = model.invoke(state["user_question"])
results.append(f"{model_name}: {response.content}")
except:
continue
# Метамодель выбирает лучший ответ
best_answer = choose_best_response(results)
return {"final_answer": best_answer}
Паттерн "Конвейер обработки"
Модель 1 (предобработка) → Модель 2 (анализ) → Модель 3 (финализация)
Управление версиями и конфигурациями
class ModelConfig:
def __init__(self):
self.models = {
"classifier": deepseek_model,
"coder": deepseek_model,
"dialog": amvera_model,
"local": gigachat_model,
"synthesizer": amvera_model
}
def get_model(self, role: str):
"""Получить модель по роли с возможностью A/B тестирования"""
if role in self.models:
return self.models[role]
return self.models["dialog"] # fallback
def switch_model(self, role: str, new_model):
"""Горячая замена модели"""
self.models[role] = new_model
Мониторинг и аналитика
def monitor_model_performance(state: MultiModelState) -> dict:
"""Отслеживание производительности моделей"""
metrics = {
"classification_confidence": state.get("classification_confidence", 0),
"response_time": time.time() - state.get("start_time", 0),
"model_used": state.get("task_type", "unknown"),
"success": bool(state.get("final_answer"))
}
# Логирование метрик
log_metrics(metrics)
return state
Ключевые принципы мультимодельных систем
Четкое разделение ролей — каждая модель решает конкретный класс задач
Умная маршрутизация — правильное направление запросов к нужным моделям
Graceful fallback — запасные варианты при недоступности моделей
Экономическая оптимизация — использование дешевых моделей где это возможно
Мониторинг качества — отслеживание производительности каждой модели
Мультимодельный подход в LangGraph открывает возможности создания по-настоящему мощных и экономически эффективных ИИ-систем, где каждая модель работает в своей области экспертизы.
Итоги второй части: от статических схем к интеллектуальным собеседникам
Во второй части мы превратили безжизненные узлы и рёбра в настоящих цифровых собеседников. Если в первой части мы заложили архитектурный фундамент LangGraph, то сейчас мы научили наши графы по-настоящему думать.
Что мы освоили
Интеграция языковых моделей
Подключение нейросетей к узлам графов
Работа с российскими провайдерами (Amvera, GigaChat, DeepSeek)
Выбор оптимального подхода под конкретные задачи
Диалоговая память и контекст
Система сообщений: SystemMessage, HumanMessage, AIMessage
Управление длиной контекста и оптимизация токенов
Создание агентов с памятью на сотни ходов диалога
Структурированные JSON-ответы
Pydantic модели для строгих схем данных
JsonOutputParser с автогенерацией инструкций
PromptTemplate для динамических промптов
Получение валидного JSON в 99.9% случаев
Интеллектуальная маршрутизация
ИИ-классификация типов сообщений
Автоматическое направление в нужные ветки обработки
Гибридные интерфейсы (JSON анализ + чат)
Мультимодельные системы
Специализация разных моделей под разные задачи
Экономическая оптимизация через правильный выбор модели
Синтез результатов от нескольких источников
Текущие ограничения
Наши агенты умеют думать, анализировать, классифицировать, вести диалоги — но не могут действовать в реальном мире:
Отправлять email
Создавать файлы
Обращаться к базам данных
Делать HTTP-запросы
Управлять внешними сервисами
Это критическое ограничение для production-систем.
Переход к реактивным агентам: что нас ждет в третьей части
Часть 3: Реактивные агенты — от слов к реальным действиям
В третьей части мы совершим качественный скачок — научим наших агентов взаимодействовать с внешним миром через инструменты (tools) и MCP-серверы.
К концу третьей части мы создадим агентов, способных:
Автоматизировать рабочие процессы:
Мониторить почту и автоматически отвечать на типовые запросы
Анализировать логи сервера и отправлять уведомления при ошибках
Создавать отчеты в Google Sheets на основе данных из разных источников
Управлять инфраструктурой:
Деплоить приложения через Git hooks
Мониторить метрики системы и масштабировать ресурсы
Бэкапировать базы данных по расписанию
Интегрироваться с бизнес-системами:
Синхронизировать данные между CRM и учетными системами
Обрабатывать заказы и обновлять складские остатки
Анализировать обратную связь клиентов и создавать тикеты
В следующей части...
Мы возьмем наши интеллектуальные диалоговые системы и превратим их в полноценных цифровых сотрудников, способных:
Принимать решения на основе анализа данных
Выполнять действия в реальных системах
Реагировать на события в режиме реального времени
Интегрироваться с любыми внешними сервисами
Работать автономно без постоянного присмотра человека
Если во второй части мы создали агентов, которые умеют думать, то в третьей части мы научим их делать.
Это будет финальный переход от демонстрационных примеров к production-ready системам, способным автоматизировать реальные бизнес-процессы.
Готовы превратить ваших агентов из цифровых собеседников в цифровых сотрудников?
P.S. Если эта статья была для вас полезной, поддержите автора — подпиской, комментарием или лайком. А если хотите найти больше эксклюзивного контента, которого нет на Хабре, присоединяйтесь к моему бесплатному Телеграм-каналу «Легкий путь в Python».
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13.11.25 19:01
peggy09
i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
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13.11.25 20:05
[email protected]
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13.11.25 20:05
[email protected]
A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
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13.11.25 22:51
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13.11.25 22:52
ashley11
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13.11.25 23:36
daisy
i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
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14.11.25 03:42
harristhomas7376
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14.11.25 03:42
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.11.25 08:38
[email protected]
A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
-
14.11.25 10:39
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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14.11.25 12:12
daisy
i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com
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14.11.25 15:07
caridad
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14.11.25 20:56
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15.11.25 12:47
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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15.11.25 14:39
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.11.25 14:39
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.11.25 15:31
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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15.11.25 15:52
[email protected]
A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
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16.11.25 14:43
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.11.25 14:44
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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16.11.25 20:38
[email protected]
A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.
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17.11.25 03:24
johnny231
INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job
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17.11.25 11:26
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.11.25 11:27
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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19.11.25 01:56
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
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19.11.25 08:11
JuneWatkins
I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)
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19.11.25 08:26
elizabethmadison
My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Email [email protected])
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19.11.25 08:27
elizabethmadison
My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
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19.11.25 16:30
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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19.11.25 16:30
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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20.11.25 15:55
mariotuttle94
HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices. Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om
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21.11.25 10:56
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.11.25 10:56
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.11.25 04:41
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
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22.11.25 22:04
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.11.25 22:04
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.11.25 22:05
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.11.25 03:34
Matt Kegan
SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate
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23.11.25 09:54
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.11.25 18:01
mosbygerry
I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.
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24.11.25 11:43
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.11.25 11:43
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.11.25 16:34
Mundo
I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.
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25.11.25 05:15
michaeldavenport218
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.11.25 13:31
mickaelroques52
CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY
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25.11.25 13:31
mickaelroques52
I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp: + 1 414 807 1485 Email: rapiddigitalrecovery (@) execs. com Telegram: + 1 680 5881 631
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26.11.25 18:18
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.11.25 18:20
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.11.25 19:13
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
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26.11.25 19:13
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
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26.11.25 19:13
James Robert
I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
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27.11.25 10:56
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.11.25 10:56
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.11.25 20:04
deborah113
Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains. Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped. It was really hard to deal with the loss after their customer service ceased responding. I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists. I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines. I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om
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27.11.25 23:48
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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27.11.25 23:48
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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28.11.25 00:08
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.
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28.11.25 11:15
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
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28.11.25 11:15
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
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28.11.25 11:43
elizabethmadison
My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
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28.11.25 11:43
elizabethmadison
My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
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29.11.25 12:35
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.11.25 12:35
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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29.11.25 12:35
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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30.11.25 20:37
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
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01.12.25 12:27
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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01.12.25 12:27
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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01.12.25 23:45
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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01.12.25 23:45
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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02.12.25 02:21
donald121
In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)
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02.12.25 15:05
Matt Kegan
Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.
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03.12.25 09:22
tyrelldavis1
I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ ) also on Mail: ([email protected]
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03.12.25 21:01
VERONICAFREDDIE809
Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
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03.12.25 22:17
Tonerdomark
I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
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04.12.25 01:37
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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04.12.25 01:37
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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04.12.25 04:35
Tonerdomark
I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
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04.12.25 10:32
Tonerdomark
I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
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04.12.25 18:25
smithhazael
Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.
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04.12.25 21:45
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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04.12.25 21:45
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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05.12.25 08:35
into11
The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
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05.12.25 08:48
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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06.12.25 01:44
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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06.12.25 01:48
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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06.12.25 10:36
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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06.12.25 10:36
Thomas Muller
YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
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06.12.25 10:39
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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06.12.25 10:42
michaeldavenport238
I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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07.12.25 08:43
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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08.12.25 02:17
liam
I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life
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08.12.25 09:07
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
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09.12.25 00:18
swanky
For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
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09.12.25 01:01
Tonerdomark
SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com
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09.12.25 05:44
swanky
For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
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09.12.25 10:24
lane3215
It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
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09.12.25 10:25
lane3215
It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
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09.12.25 14:16
Matt Kegan
Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done.
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12.12.25 22:38
swanky
After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.
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