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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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28.08.25 16:31
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28.08.25 16:31
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28.08.25 19:17
leticiazavala
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30.08.25 01:40
Moises Velez
In a single transaction, my Coinbase wallet was destroyed. I was at a loss as to what to do and was unable to contact Coinbase support Teams. This transaction resulted in the complete depletion of my Ethereum and Bitcoin. I was not the individual in question, and I required assistance after losing approximately $821,000. I visited the police station to submit a report, but they were also unable to provide any assistance. A gentleman approached me at the stiction and presented me with a note that included an email address (recoveryhacker101[at]gmail[dot]com). He informed me that this recovery company could be of assistance. Upon contacting them and submitting all necessary documentation within 72 hours, I received a letter stating that she had successfully recovered all of my funds and identified the individuals responsible for the criminal activity. I would like to inform everyone that it is feasible to retrieve their funds provided that they correspond with the appropriate individual and adhere to the prescribed procedures.
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31.08.25 14:19
jack118
In 2018, Marie assisted in the recovery of stolen bitcoin. The service was excellent. The coins were stolen by hackers, creating a nightmare. Marie was suggested by a friend. Contact her at [email protected] and @MARIE_CONSULTANCY on Telegram or WhatsApp at +1 7127594675. She was responsible for recovering Bitcoin. The trading goes on.
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31.08.25 23:14
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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31.08.25 23:14
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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31.08.25 23:14
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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01.09.25 04:55
Maurice Cherry
Through Hackrontech recovery, Bitcoin scam victims can retrieve their money. I recommed hackrontech to anyone who has fallen victim to a scam and has been looking for methods and techniques to recover their lost cryptocurrency or wallets. Hackrontech Recovery is a reliable cryptocurrency recovery firm that assists victims in recovering their stolen cryptocurrency and offers secure solutions to protect your wallets from online scammers. I must admit that I was deeply melancholy and had given up on life until these experts could restore my 4.1 BTC to my wallet. If you’ve lost your cryptocurrency and you are helpless about it, contact hackrontech Recovery to get your money back. Email : hackrontech @gmail.com One key aspect that makes hackrontech Recovery stand out is its focus on providing secure solutions to protect wallets from online scammers. It’s not just about recovering lost funds; it’s also about preventing future incidents and ensuring that clients’ digital assets are safeguarded against potential threats. This proactive approach demonstrates their commitment to the long-term financial security of their clients. Furthermore, for individuals who have lost their cryptocurrency and are feeling helpless, reaching out to hackrontech Recovery could be a turning point in their situation. The reassurance that they are legitimate for seeking help and recovering lost funds can provide much-needed relief and a sense of empowerment. hackrontech Recovery as a reliable cryptocurrency recovery firm is certainly well-founded. Their ability to assist scam victims in recovering stolen cryptocurrency, their focus on providing secure solutions, and their commitment to supporting clients through challenging situations make them a valuable resource for individuals navigating the complex world of digital currencies. If you or someone you know has fallen victim to a cryptocurrency scam, contacting hackrontech Recovery could be the first step towards reclaiming lost funds and regaining peace of mind. Contact info; email: hackrontech @gmail.com
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01.09.25 11:06
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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01.09.25 11:07
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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01.09.25 16:41
Anitastar
Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
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01.09.25 17:03
WILLER GOODY
Don’t be misled by the countless stories you come across online many of them are unreliable and can easily steer you in the wrong direction. I personally tried several so-called recovery services, only to end up frustrated and disappointed every single time. But everything changed when I finally connected with a true tech professional who genuinely knows what they’re doing. Instead of wasting time and energy with unskilled hackers who make empty promises, it’s far better to work with a proven expert who can actually recover your stolen or lost cryptocurrency, including Bitcoins. [email protected] is, without a doubt, one of the most trustworthy and skilled blockchain specialists I’ve ever come across. If you’ve lost money to scammers, don’t give up. Reach out to their email today and take the first step toward getting your coins back. You can also contact them at +44 736-644-5035.
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02.09.25 23:12
[email protected]
Sylvester Bryant has recovered over £151,000 in lost cryptocurrency. You can reach him for assistance via email at Yt7cracker@gmail. com. For direct communication, Sylvester Bryant is available on WhatsApp at +1 512 577 7957. This service proved invaluable when other recovery methods had failed. The money was recovered quickly and effectively. My financial situation was dire prior to this. This recovery has restored my financial stability. This reliable support was crucial during a difficult time. Mr. Bryant's skill in retrieving lost funds is remarkable.
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03.09.25 07:17
Fabian3
Scammers have ruined the forex trading market, they have deceived many people with their fake promises on high returns. I learnt my lesson the hard way. I only pity people who still consider investing with them. Please try and make your researches, you will definitely come across better and reliable forex trading agencies that would help you yield profit and not ripping off your money. Also, if your money has been ripped-off by these scammers, you can report to a regulated crypto investigative unit who make use of software to get money back. They helped me recover my scammed funds back to me If you encounter with some issue make sure you contact ([email protected]) they're recovery expert and a very effective and reliable .
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04.09.25 02:11
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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04.09.25 02:11
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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04.09.25 02:45
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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04.09.25 16:24
Melbourne
Sylvester Bryant has recovered over £151,000 in lost cryptocurrency. You can reach him for assistance via email at Yt7cracker@gmail. com. For direct communication, Sylvester Bryant is available on WhatsApp at +1 512 577 7957. This service proved invaluable when other recovery methods had failed. The money was recovered quickly and effectively. My financial situation was dire prior to this. This recovery has restored my financial stability. This reliable support was crucial during a difficult time. Mr. Bryant's skill in retrieving lost funds is remarkable.
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04.09.25 18:11
WILLER GOODY
Don't fall for fake recovery scams online. Many people promise to help you get back lost crypto. They often just make excuses or don't deliver. This leads to more disappointment and lost hope. After many bad experiences, I finally found a real expert. They were professional and knew what they were doing. This person actually recovered my stolen coins. They gave me peace of mind back. If you lost crypto, contact them at [email protected] WhatsApp at +44 736-644-5035. Don't waste your time with others. They can help you get your money back.
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05.09.25 08:14
Amostampari
How can I Recover My Lost Btc, Usdt - Wizard Larry Recovery Experts. Get Your Stolen Crypto Coins Back By Hiring A Hacker || I Can't Get Into My USDT? Account, It Seems Like I Was Hacked || Do You Need A Bitcoin Recovery Expert? Getting Lost, Stolen Crypto, or Hacked? How can I retrieve cryptocurrency from a con artist? Do I need a hacker to get my money back? Getting in dealing with a reputable business like Wizard Larry Recovery Experts could help you get your money back if you can't access your USDT account or have lost Bitcoin or NFT as a result of hacking or scams. For additional support and direction on your particular circumstance, it is advised that you get in touch with them at the address below ADDRESS Website... https://larrywizard43.wixsite.com/wizardlarry OR www.wizardlarryrecovery. com Email... wizardlarry@mail. com WhtsApp or call,.. +447 (311) 146 749
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05.09.25 15:39
micheal1219
Losing USDT can be upsetting. This stablecoin usually stays close to the dollar's value. However, mistakes happen. Bugs in code, scams, or sending funds to the wrong place can cause losses. It might feel like the money is gone forever. But often, recovery is possible. Contact Marie at [email protected]. You can also reach her on Telegram at @marie_consultancy or WhatsApp at +17127594675.
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06.09.25 09:21
Young Felix
[email protected] will Help you Recovery your Scammed Funds.
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06.09.25 09:22
Young Felix
[email protected] will Help you Recovery your Scammed Funds. I just had to share my experience with Intel Fox Recovery Services. Initially, I was unsure if it would be possible to recover my BTC, however, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. Here is another caution; not all recovery services are legit. I personally lost 3 BTC from my Binance account due to a deceptive platform. If you happen to have suffered a similar loss, consider INTEL FOX RECOVERY SERVICES. Their services not only showcase a highly mannerism of professionalism but also effectiveness of how they handle and assist their clients. Therefore, I highly recommend their services to anyone seeking assistance in recovering their stolen BTC.
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06.09.25 18:52
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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06.09.25 18:52
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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08.09.25 14:26
bajo171
Recovery experts and lawyers work together to get your stolen money back. They find lost assets. Lawyers guide you through legal steps. Watch out for scam signs. Be careful of offers promising big profits with no risk. Don't let anyone rush your investment decisions. Marie can help you get back lost Bitcoin. She also helps stop future scams. Contact her on WhatsApp at +1 7127594675. You can also email her at [email protected] or reach her on Telegram at @Marie_consultancy.
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08.09.25 18:04
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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08.09.25 18:04
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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08.09.25 19:21
DAVEortega1010
Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.
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09.09.25 02:34
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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09.09.25 02:34
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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09.09.25 02:34
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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09.09.25 11:48
Moises Velez
I strongly advise using this very reputable Recovery Hacker101for anyone looking to recover any type of crypto currencies assets from online frauds, Wallet hackers, or BTC transferred to the wrong address. After I lost a lot of money to those terrible con artists posing as recovery specialists, this recovery specialist was great in aiding me in getting my Bitcoin back. After I gave Recovery Hacker101 the relevant details and prerequisites, a total of 1.4170 BTC was eventually recovered. I was overjoyed that I had been able to recover this much after having lost even more to the problems I had dealt with before discovering Recovery Hacker101. So don’t hesitate to get in touch with recoveryhacker101 AT gmail com. if you find yourself in this scenario and need help recovering from an online bitcoin scam
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09.09.25 15:05
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.09.25 15:05
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.09.25 15:05
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.09.25 20:23
Bramfloris
Recovering Stolen USDT If your USDT or other crypto assets were stolen, contact Sylvester Bryant at Yt7cracker@gmail. com. He can help you get your money back. I lost €220,000 in a scam. Mr. Bryant was the only expert who successfully recovered my funds. Reach him on WhatsApp at +1 512 577 7957 for fast, expert help. He is very honest. He can recover your stolen assets.
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09.09.25 20:37
DAVEortega1010
Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.
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10.09.25 00:45
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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10.09.25 00:45
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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11.09.25 03:31
DAVEortega1010
Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.
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11.09.25 13:44
grace
i fell for an investment scam also and lost $250k worth of bitcoin luckily i found anthonydavies01 on telegram with his assistance i got back over 85% of my money. him and his team are top notch
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11.09.25 15:03
stevensjonas
Recovery of Stolen Ethereum Wallet. Hire: Supreme Peregrine Recovery. I would like to express my sincere gratitude to Supreme Peregrine Recovery for their outstanding help in recovering my stolen Ethereum wallet, which held $594,684 worth of assets. I thought my money was lost forever after falling for a scam that imitated a reliable cryptocurrency platform, but I was referred to them because their staff was professional, knowledgeable, and genuinely concerned from the start. Their commitment, openness, and expertise are unparalleled. I am immensely appreciative of their assistance and heartily recommend Supreme Peregrine Recovery to anyone dealing with cryptocurrency theft. They transformed a nightmare into a tale of hope and recovery. They carefully examined my case, gave me clear updates at every stage, and used cutting-edge Blockchain tracing tools to recover the entire amount. +1,3,1,8,5,5,3,0,6,7,9 Mail: supremeperegrinerecovery(@)proton(.)me supremeperegrinerecovery567(@)zohomail(.)com info(@)supremeperegrinerecovery(.)com
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11.09.25 18:51
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.09.25 18:51
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.09.25 18:51
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.09.25 13:11
grace
I lost my money to them few months ago. I lost over $244,000, they denied my withdrawal request and and also left it pending. I reached out to them and they never responded back tooth my emails and calls. They eventually locked me out of my account. I had to reach out to a recovery expert ( anthonydaviestech@gmail com) to help me recover all my money back. I have gotten my money back**you can also text him via whatsapp: +19514908435
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12.09.25 15:06
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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12.09.25 15:06
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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13.09.25 20:45
Clinton
I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to Recoveryfundprovider(@)gmail(.)com).) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
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14.09.25 00:54
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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14.09.25 00:54
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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14.09.25 02:37
luciajessy3
Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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14.09.25 02:37
luciajessy3
Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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14.09.25 12:44
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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14.09.25 12:44
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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14.09.25 15:13
estherfords
My solana recovery experience with Mighty Hacker Recovery Expert.
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14.09.25 15:13
estherfords
My solana recovery experience with Mighty Hacker Recovery Expert. Contact them on +14042456415 WhatsApp
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14.09.25 17:48
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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14.09.25 17:48
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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14.09.25 20:49
Clinton
I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
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14.09.25 22:16
Berrysmith
I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.
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15.09.25 10:25
aliceforemanlaw
I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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15.09.25 12:49
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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15.09.25 12:49
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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15.09.25 12:49
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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16.09.25 12:25
aliceforemanlaw
Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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16.09.25 12:26
aliceforemanlaw
Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
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16.09.25 13:25
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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16.09.25 13:25
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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17.09.25 02:56
peju1213
It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.
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17.09.25 11:16
[email protected]
Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
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17.09.25 11:16
[email protected]
Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
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17.09.25 23:50
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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17.09.25 23:50
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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17.09.25 23:50
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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18.09.25 11:55
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 11:55
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 12:22
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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18.09.25 12:22
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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18.09.25 13:04
Mundo
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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18.09.25 16:46
carolinehudso83
I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
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19.09.25 00:54
frank2025
Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets
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19.09.25 10:02
faithlawrence
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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19.09.25 10:02
faithlawrence
Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
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19.09.25 15:27
tonykith01477
There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
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19.09.25 17:12
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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19.09.25 17:12
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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15:05
faithlawrence
I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.
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15:53
blessing1198
It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].
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