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[Перевод] Собираем LLM-агента на Python

Команда Python for Devs подготовила перевод статьи о том, как с помощью middleware в LangChain 1.0 собирать LLM-агентов, готовых к реальному продакшену. В материале разбираются практические паттерны: управление контекстом, защита PII, human-in-the-loop, планирование задач и интеллектуальный выбор инструментов — всё то, что отличает экспериментального агента от надёжного рабочего решения.

Введение

Хотели ли вы когда-нибудь расширить своего LLM-агента дополнительными возможностями, например:

Суммировать сообщения, чтобы укладываться в контекстное окно;
Фильтровать PII для защиты чувствительных данных;
Запрашивать подтверждение человека для критически важных действий,

…но не понимали, как это правильно реализовать?

Если вы пытались сделать это в LangChain v0.x, то, скорее всего, столкнулись со сложными pre/post-хуками, которые было трудно масштабировать и тестировать.

LangChain 1.0 решает эти проблемы, представляя компонуемую архитектуру middleware, которая предлагает переиспользуемые и тестируемые компоненты, построенные по тем же принципам, что и middleware в веб-серверах.

Полный исходный код и Jupyter Notebook для этого туториала доступны на GitHub. Склонируйте репозиторий и повторяйте шаги вместе с нами.

Введение в паттерн Middleware

Опираясь на основы LangChain, которые мы рассматривали ранее, LangChain 1.0 вводит middleware-компоненты, дающие детальный контроль над выполнением агентов. Каждый middleware — это изолированный компонент, который:

Решает одну конкретную задачу (наблюдение, изменение, управление или принуждение);
Может тестироваться независимо;
Комбинируется с другими middleware через стандартный интерфейс.

Существует четыре категории middleware:

Monitor: отслеживание поведения агента с помощью логирования, аналитики и отладки;
Modify: преобразование промптов, выбор инструментов и форматирование вывода;
Control: добавление повторных попыток, запасных вариантов и логики досрочного завершения;
Enforce: применение лимитов, защитных ограничений и обнаружение PII.

В этой статье рассматриваются пять ключевых middleware-компонентов:

Суммирование сообщений (modify): управление контекстным окном за счёт сжатия длинных диалогов;
Фильтрация PII (enforce): защита чувствительных данных путём редактирования email-адресов и номеров телефонов;
Human-in-the-loop (control): приостановка выполнения для критических действий, требующих одобрения;
Планирование задач (modify): разбиение сложных запросов на управляемые подзадачи;
Интеллектуальный выбор инструментов (modify): предварительная фильтрация инструментов для снижения затрат и повышения точности.

Давайте разберём, как каждый из этих middleware-компонентов улучшает рабочие процессы продакшен-агентов.

Установка

Установите LangChain 1.0 и интеграцию с OpenAI:

# Option 1: pip
pip install langchain langchain-openai

# Option 2: uv (faster alternative to pip)
uv add langchain langchain-openai

Примечание: если вы обновляетесь с LangChain v0.x, добавьте флаг --U:

pip install --U langchain langchain-openai

Также потребуется API-ключ OpenAI:

export OPENAI_API_KEY="your-api-key-here"

Суммирование сообщений

При создании диалоговых агентов история сообщений растёт с каждым новым шагом. Длинные диалоги быстро выходят за пределы контекстного окна модели, что приводит к ошибкам API или ухудшению качества ответов.

SummarizationMiddleware автоматизирует решение этой проблемы за счёт:

Отслеживания количества токенов во всём диалоге;
Сжатия более старых сообщений при превышении заданных порогов;
Сохранения недавнего контекста, наиболее важного в текущий момент.

Преимущества такого подхода:

Снижение затрат на API за счёт передачи меньшего количества токенов в каждом запросе;
Более быстрые ответы благодаря меньшему контекстному окну;
Сохранение полного контекста за счёт комбинации кратких сводок и полной недавней истории.

Вот пример использования SummarizationMiddleware в составе агента:

from langchain.agents import create_agent
from langchain.agents.middleware import SummarizationMiddleware

agent = create_agent(
    model="openai:gpt-4o",
    tools=[],
    middleware=[
        SummarizationMiddleware(
            model="openai:gpt-4o-mini",
            max_tokens_before_summary=400,
            messages_to_keep=5
        )
    ]
)

Эта конфигурация настраивает автоматическое управление диалогом:

model="openai:gpt-4o" — основная модель, которая отвечает за ответы агента.
max_tokens_before_summary=400 — запускает суммирование, когда диалог превышает 400 токенов.
messages_to_keep=5 — сохраняет последние 5 сообщений целиком, без сжатия.
model="openai:gpt-4o-mini" — использует более быструю и дешёвую модель для создания сводок.

Примечание: эти значения намеренно занижены для демонстрации, чтобы быстрее показать, как работает суммирование. В продакшене обычно используют max_tokens_before_summary=4000 и messages_to_keep=20 (рекомендуемые значения по умолчанию).

Давайте воспользуемся этим агентом, чтобы смоделировать диалог службы поддержки и отследить расход токенов.

Сначала подготовим реалистичный диалог поддержки из нескольких реплик:

# Simulate a customer support conversation
conversation_turns = [
    "I ordered a laptop last week but haven't received it yet. Order #12345.",
    "Can you check the shipping status? I need it for work next Monday.",
    "Also, I originally wanted the 16GB RAM model but ordered 8GB by mistake.",
    "Is it too late to change the order? Or should I return and reorder?",
    "What's your return policy on laptops? Do I need the original packaging?",
    "If I return it, how long does the refund take to process?",
    "Can I get expedited shipping on the replacement 16GB model?",
    "Does the 16GB version come with the same warranty as the 8GB?",
    "Are there any promotional codes I can use for the new order?",
    "What if the new laptop arrives damaged? What's the process?",
]

Далее определим вспомогательные функции, чтобы отслеживать расход токенов и проверять, что суммирование действительно срабатывает:

estimate_token_count(): приблизительно считает количество токенов, оценивая их по числу слов во всех сообщениях;
get_actual_tokens(): извлекает фактическое количество токенов из метаданных ответа модели;
print_token_comparison(): выводит сравнение «оценка vs факт», чтобы было видно, в какой момент включается суммирование.

def estimate_token_count(messages):
    """Estimate total tokens in message history."""
    return sum(len(msg.content.split()) * 1.3 for msg in messages)

def get_actual_tokens(response):
    """Extract actual token count from response metadata."""
    last_ai_message = response["messages"][-1]
    if hasattr(last_ai_message, 'usage_metadata') and last_ai_message.usage_metadata:
        return last_ai_message.usage_metadata.get("input_tokens", 0)
    return None

def print_token_comparison(turn_number, estimated, actual):
    """Print token count comparison for a conversation turn."""
    if actual is not None:
        print(f"Turn {turn_number}: ~{int(estimated)} tokens (estimated) → {actual} tokens (actual)")
    else:
        print(f"Turn {turn_number}: ~{int(estimated)} tokens (estimated)")

Наконец, запустим диалог и посмотрим, как меняется расход токенов от шага к шагу:

messages = []
for i, question in enumerate(conversation_turns, 1):
    messages.append(HumanMessage(content=question))

    estimated_tokens = estimate_token_count(messages)
    response = agent.invoke({"messages": messages})
    messages.extend(response["messages"][len(messages):])

    actual_tokens = get_actual_tokens(response)
    print_token_comparison(i, estimated_tokens, actual_tokens)

Вывод:

Turn 1: ~16 tokens (estimated) → 24 tokens (actual)
Turn 2: ~221 tokens (estimated) → 221 tokens (actual)
Turn 3: ~408 tokens (estimated) → 415 tokens (actual)
Turn 4: ~646 tokens (estimated) → 509 tokens (actual)
Turn 5: ~661 tokens (estimated) → 524 tokens (actual)
Turn 6: ~677 tokens (estimated) → 379 tokens (actual)
Turn 7: ~690 tokens (estimated) → 347 tokens (actual)
Turn 8: ~705 tokens (estimated) → 184 tokens (actual)
Turn 9: ~721 tokens (estimated) → 204 tokens (actual)
Turn 10: ~734 tokens (estimated) → 195 tokens (actual)

Обратите внимание на закономерность в количестве токенов:

Шаги 1–3: токены растут равномерно (24 → 221 → 415) по мере того, как диалог «обрастает» контекстом.
Шаг 4: подключается суммирование — фактическое число токенов падает до 509, хотя по оценке должно было быть 646.
Шаг 8: самое заметное снижение — отправлено всего 184 фактических токена вместо 705 по оценке (сокращение на 74%).

После прохождения порога в 400 токенов middleware автоматически сжимает более старые сообщения, сохраняя при этом последние 5 реплик целиком. Благодаря этому расход токенов остаётся низким, даже когда диалог продолжается.

Обнаружение и фильтрация PII

В диалогах службы поддержки часто встречаются чувствительные данные: email-адреса, номера телефонов, идентификаторы аккаунтов. Если логировать или хранить такую информацию без редактирования, это создаёт риски для соответствия требованиям и безопасности.

PIIMiddleware автоматически защищает персональные данные (PII) за счёт:

Встроенных детекторов для распространённых типов PII (email, банковские карты, IP-адреса);
Пользовательских regex-шаблонов для чувствительных данных, специфичных для домена;
Нескольких стратегий защиты: редактирование, маскирование, хэширование или блокировка;
Автоматического применения ко всем сообщениям до того, как их обработает модель.

Сначала настроим агента с несколькими детекторами PII:

Каждый детектор в этом примере демонстрирует свою стратегию защиты:

Детектор email: использует встроенный шаблон и стратегию redact (полная замена).
Детектор телефона: использует пользовательский regex \b\d{3}-\d{3}-\d{4}\b и стратегию mask (частичная видимость).
Детектор ID аккаунта: использует пользовательский шаблон \b[A-Z]{2}\d{8}\b и стратегию redact (полное удаление).

from langchain.agents import create_agent
from langchain.agents.middleware import PIIMiddleware
from langchain_core.messages import HumanMessage

agent = create_agent(
    model="openai:gpt-4o",
    tools=[],
    middleware=[
        # Built-in email detector - replaces emails with [REDACTED_EMAIL]
        PIIMiddleware("email", strategy="redact", apply_to_input=True),
        # Custom phone number pattern - shows only last 4 digits
        PIIMiddleware(
            "phone",
            detector=r"\b\d{3}-\d{3}-\d{4}\b",
            strategy="mask",
            apply_to_input=True,
        ),
        # Custom regex pattern for account IDs (e.g., AB12345678)
        PIIMiddleware(
            "account_id",
            detector=r"\b[A-Z]{2}\d{8}\b",
            strategy="redact",
            apply_to_input=True,
        ),
    ],
)

Далее создадим сообщение с чувствительными данными и вызовем агента:

# Create a message with PII
original_message = HumanMessage(content="My email is [email protected], phone is 555-123-4567, and account is AB12345678")
print(f"Original message: {original_message.content}")

# Invoke the agent
response = agent.invoke({"messages": [original_message]})

Вывод:

Original message: My email is [email protected], phone is 555-123-4567, and account is AB12345678

Теперь посмотрим, какое сообщение фактически было отправлено в модель, чтобы убедиться, что редактирование сработало:

# Check what was actually sent to the model (after PII redaction)
input_message = response["messages"][0]
print(f"Message sent to model: {input_message.content}")

Вывод:

Message sent to model: My email is [REDACTED_EMAIL], phone is ****4567, and account is [REDACTED_ACCOUNT_ID]

Middleware корректно обработал все три типа чувствительной информации:

Email: полностью отредактирован и заменён на [REDACTED_EMAIL].
Телефон: замаскирован с сохранением только последних 4 цифр (****4567).
ID аккаунта: полностью удалён и заменён на [REDACTED_ACCOUNT_ID].

Human-in-the-loop

Автономные агенты могут выполнять чувствительные действия — например, обрабатывать возвраты или менять настройки аккаунта. Если делать это без контроля человека, возрастает риск ошибок или злоупотреблений.

HumanInTheLoopMiddleware автоматизирует процесс согласования: он ставит выполнение на паузу и ждёт одобрения, прежде чем продолжить:

from langchain.agents import create_agent
from langchain.agents.middleware import HumanInTheLoopMiddleware
from langchain_core.tools import tool
from langgraph.checkpoint.memory import MemorySaver


@tool
def process_refund(amount: float, reason: str) -> str:
    """Process a customer refund. Use this when a customer requests a refund."""
    return f"Refund of ${amount} processed for reason: {reason}"


# Create memory checkpointer for state persistence
memory = MemorySaver()

agent = create_agent(
    model="openai:gpt-4o",
    tools=[process_refund],
    middleware=[HumanInTheLoopMiddleware(interrupt_on={"process_refund": True})],
    checkpointer=memory,  # Required for state persistence
    system_prompt="You are a customer support agent. Use the available tools to help customers. When a customer asks for a refund, use the process_refund tool.",
)

Эта конфигурация настраивает агента, который:

Использует HumanInTheLoopMiddleware, чтобы приостанавливать выполнение перед вызовом process_refund;
Использует чекпойнтер (MemorySaver), чтобы сохранять состояние агента во время прерываний и позволять продолжить выполнение после одобрения.

Теперь вызовем агента с запросом на возврат:

# Agent pauses before executing sensitive tools
response = agent.invoke(
    {"messages": [("user", "I need a refund of $100 for my damaged laptop")]},
    config={"configurable": {"thread_id": "user-123"}},
)

Агент поставит выполнение на паузу в момент, когда попытается обработать возврат. Чтобы убедиться, что пауза действительно произошла, определим вспомогательные функции для обнаружения прерываний.

def has_interrupt(response):
    """Check if response contains an interrupt."""
    return "__interrupt__" in response

def display_action(action):
    """Display pending action details."""
    print(f"Pending action: {action['name']}")
    print(f"Arguments: {action['args']}")
    print()

def get_user_approval():
    """Prompt user for approval and return decision."""
    approval = input("Approve this action? (yes/no): ")
    if approval.lower() == "yes":
        print("✓ Action approved")
        return True
    else:
        print("✗ Action rejected")
        return False

Теперь воспользуемся этими функциями, чтобы проверить наличие прерываний и обработать одобрение:

if has_interrupt(response):
    print("Execution interrupted - waiting for approval\n")

    interrupts = response["__interrupt__"]
    for interrupt in interrupts:
        for action in interrupt.value["action_requests"]:
            display_action(action)
            approved = get_user_approval()

Вывод:

Execution interrupted - waiting for approval

Pending action: process_refund
Arguments: {'amount': 100, 'reason': 'Damaged Laptop'}

Approve this action? (yes/no): yes
✓ Action approved

Middleware успешно перехватил вызов инструмента process_refund до выполнения, показав все необходимые детали (название действия и аргументы) для проверки человеком. И только после явного одобрения агент продолжает выполнение чувствительной операции.

Планирование задач

Сложные задачи вроде «отрефакторить мой код» или «проанализировать этот датасет» требуют разбиения на более мелкие и управляемые шаги. Без явного планирования агенты часто начинают хаотично перескакивать между подзадачами или вовсе пропускают критически важные этапы.

TodoListMiddleware обеспечивает структурированное управление задачами за счёт:

Автоматического предоставления инструмента write_todos для планирования;
Отслеживания статуса выполнения в многошаговых сценариях;
Возврата структурированного списка задач в результатах работы агента.

Преимущества такого подхода:

Более качественная декомпозиция задач благодаря пошаговому планированию;
Прозрачное отслеживание прогресса в сложных рабочих процессах;
Снижение числа ошибок из-за пропущенных или забытых подзадач.

Вот как включить планирование для агента:

from langchain.agents import create_agent
from langchain.agents.middleware import TodoListMiddleware
from langchain_core.tools import tool

@tool
def analyze_code(file_path: str) -> str:
    """Analyze code quality and find issues."""
    return f"Analyzed {file_path}: Found 3 code smells, 2 security issues"

@tool
def refactor_code(file_path: str, changes: str) -> str:
    """Refactor code with specified changes."""
    return f"Refactored {file_path}: {changes}"

agent = create_agent(
    model="openai:gpt-4o",
    tools=[analyze_code, refactor_code],
    middleware=[TodoListMiddleware()]
)

Эта конфигурация автоматически добавляет агенту возможности планирования.

Теперь попросим агента выполнить многошаговую задачу по рефакторингу:

from langchain_core.messages import HumanMessage

response = agent.invoke({
    "messages": [HumanMessage("I need to refactor my authentication module. First analyze it, then suggest improvements, and finally implement the changes.")]
})

Посмотрим на список задач агента, чтобы понять, как он спланировал работу:

# Access the structured todo list from the response
if "todos" in response:
    print("Agent's Task Plan:")
    for i, todo in enumerate(response["todos"], 1):
        status = todo.get("status", "pending")
        print(f"{i}. [{status}] {todo['content']}")

Вывод:

Agent's Task Plan:
1. [in_progress] Analyze the authentication module code to identify quality issues and areas for improvement.
2. [pending] Suggest improvements based on the analysis of the authentication module.
3. [pending] Implement the suggested improvements in the authentication module code.

Отлично! Агент автоматически разложил многошаговый запрос на рефакторинг на три отдельные задачи: одна уже в работе, две ожидают выполнения. Такой структурированный подход обеспечивает последовательное выполнение без пропуска критически важных шагов.

Интеллектуальный выбор инструментов

Агенты с большим количеством инструментов (10+) сталкиваются с проблемой масштабирования: если в каждом запросе отправлять описания всех инструментов, это впустую расходует токены и ухудшает производительность. Модели приходится «переваривать» нерелевантные варианты, что увеличивает задержки и стоимость.

LLMToolSelectorMiddleware решает это, используя более компактную модель для предварительного отбора релевантных инструментов:

Использует вторую LLM (отдельную от основной модели агента), чтобы заранее отфильтровать и ограничить набор инструментов, отправляемых в основную модель;
Позволяет всегда включать в выбор критически важные инструменты;
Анализирует запросы и оставляет только релевантные инструменты.

Преимущества:

Более низкие затраты за счёт передачи меньшего числа описаний инструментов в каждом запросе;
Более быстрые ответы благодаря меньшему «инструментальному» контексту;
Более высокая точность, потому что модель не отвлекается на нерелевантные варианты.

Давайте создадим агента с большим набором инструментов для сценария службы поддержки:

from langchain.agents import create_agent
from langchain.agents.middleware import LLMToolSelectorMiddleware
from langchain_core.tools import tool

# Define multiple tools for different support scenarios
@tool
def lookup_order(order_id: str) -> str:
    """Look up order details and shipping status."""
    return f"Order {order_id}: Shipped on 2025-01-15"

@tool
def process_refund(order_id: str, amount: float) -> str:
    """Process a customer refund."""
    return f"Refund of ${amount} processed for order {order_id}"

@tool
def check_inventory(product_id: str) -> str:
    """Check product inventory levels."""
    return f"Product {product_id}: 42 units in stock"

@tool
def update_address(order_id: str, new_address: str) -> str:
    """Update shipping address for an order."""
    return f"Address updated for order {order_id}"

@tool
def cancel_order(order_id: str) -> str:
    """Cancel an existing order."""
    return f"Order {order_id} cancelled"

@tool
def track_shipment(tracking_number: str) -> str:
    """Track package location."""
    return f"Package {tracking_number}: Out for delivery"

@tool
def apply_discount(order_id: str, code: str) -> str:
    """Apply discount code to order."""
    return f"Discount {code} applied to order {order_id}"

@tool
def schedule_delivery(order_id: str, date: str) -> str:
    """Schedule delivery for specific date."""
    return f"Delivery scheduled for {date}"

Настроим агента с интеллектуальным выбором инструментов:

agent = create_agent(
    model="openai:gpt-4o",
    tools=[
        lookup_order, process_refund, check_inventory,
        update_address, cancel_order, track_shipment,
        apply_discount, schedule_delivery
    ],
    middleware=[
        LLMToolSelectorMiddleware(
            model="openai:gpt-4o-mini",  # Use cheaper model for selection
            max_tools=3,  # Limit to 3 most relevant tools
            always_include=["lookup_order"],  # Always include order lookup
        )
    ]
)

Эта конфигурация создаёт эффективную систему фильтрации:

model="openai:gpt-4o-mini" — использует более компактную и быструю модель для выбора инструментов.
max_tools=3 — ограничивает набор тремя наиболее релевантными инструментами для каждого запроса.
always_include=["lookup_order"] — гарантирует, что инструмент поиска заказа всегда будет доступен.

Теперь протестируем агента на разных запросах клиентов.

Сначала определим вспомогательную функцию, которая покажет, какие инструменты использовались:

def show_tools_used(response):
    """Display which tools were called during agent execution."""
    tools_used = []
    for msg in response["messages"]:
        if hasattr(msg, "tool_calls") and msg.tool_calls:
            for tool_call in msg.tool_calls:
                tools_used.append(tool_call["name"])

    if tools_used:
        print(f"Tools used: {', '.join(tools_used)}")
    print(f"Response: {response['messages'][-1].content}\n")

Проверим запрос на отслеживание посылки:

# Example 1: Package tracking query
response = agent.invoke({
    "messages": [HumanMessage("Where is my package? Tracking number is 1Z999AA10123456784")]
})
show_tools_used(response)

Вывод:

Tools used: track_shipment
Response: Your package with tracking number 1Z999AA10123456784 is currently out for delivery.

Проверим запрос на возврат:

# Example 2: Refund request
response = agent.invoke({
    "messages": [HumanMessage("I need a refund of $50 for order ORD-12345")]
})
show_tools_used(response)

Вывод:

Tools used: lookup_order, process_refund
Response: The refund of $50 for order ORD-12345 has been successfully processed.

Проверим запрос на наличие товара:

# Example 3: Inventory check
response = agent.invoke({
    "messages": [HumanMessage("Do you have product SKU-789 in stock?")]
})
show_tools_used(response)

Вывод:

Tools used: check_inventory
Response: Yes, we currently have 42 units of product SKU-789 in stock.

Middleware показал точный выбор инструментов для разных типов запросов:

track_shipment — для трекинг-номеров;
lookup_order + process_refund — для запросов на возврат;
check_inventory — для запросов о наличии на складе.

В каждом запросе middleware отфильтровал 5+ нерелевантных инструментов, передав основной модели только то, что действительно нужно.

Сборка продакшен-агента с несколькими middleware

Давайте объединим три middleware-компонента и соберём готового к продакшену агента поддержки, который обрабатывает реалистичный сценарий: у клиента длинная история переписки, он просит вернуть деньги и одновременно сообщает свой email.

from langchain.agents import create_agent
from langchain.agents.middleware import (
    SummarizationMiddleware,
    PIIMiddleware,
    HumanInTheLoopMiddleware
)
from langchain_core.tools import tool
from langgraph.checkpoint.memory import MemorySaver

@tool
def process_refund(amount: float, reason: str) -> str:
    """Process a customer refund."""
    return f"Refund of ${amount} processed for reason: {reason}"

# Create agent with three middleware components
agent = create_agent(
    model="openai:gpt-4o",
    tools=[process_refund],
    middleware=[
        SummarizationMiddleware(
            model="openai:gpt-4o-mini",
            max_tokens_before_summary=400,
            messages_to_keep=5
        ),
        PIIMiddleware("email", strategy="redact", apply_to_input=True),
        HumanInTheLoopMiddleware(interrupt_on={"process_refund": True})
    ],
    checkpointer=MemorySaver()
)

Теперь протестируем агента на реалистичном взаимодействии с клиентом, обрабатывая каждое сообщение и показывая, как middleware с ними работает.

Сначала определим вспомогательную функцию, чтобы отслеживать поведение middleware, используя ранее определённые хелперы:

def process_message_with_tracking(agent, messages, thread_id, turn_num):
    """Process messages and show middleware behavior."""
    print(f"\n--- Turn {turn_num} ---")
    print(f"User: {messages[-1][1]}")

    response = agent.invoke(
        {"messages": messages},
        config={"configurable": {"thread_id": thread_id}}
    )

    # Check for interrupts (human-in-the-loop)
    if has_interrupt(response):
        print(" Execution paused for approval")
    else:
        # Show agent response
        agent_message = response["messages"][-1].content
        print(f"Agent: {agent_message}")

    # Check for PII redaction
    full_response = str(response["messages"])
    if "[REDACTED_EMAIL]" in full_response:
        print(" PII detected and redacted")

    return response

Теперь смоделируем диалог с клиентом так, чтобы продемонстрировать все три middleware-компонента:

Шаги 1–3: обычный диалог о повреждённом ноутбуке.
Шаг 4: клиент сообщает email и просит подтверждение (проверяем редактирование в PIIMiddleware).
Шаг 5: клиент просит вернуть $1200 (срабатывает согласование в HumanInTheLoopMiddleware).

messages = []

# Turn 1: Initial complaint
messages.append(("user", "I ordered a laptop but it arrived damaged."))
process_message_with_tracking(agent, messages, "customer-456", 1)

# Turn 2: Additional details
messages.append(("user", "I already tried troubleshooting but it won't turn on."))
process_message_with_tracking(agent, messages, "customer-456", 2)

# Turn 3: More context
messages.append(("user", "The screen is cracked and there's a dent on the corner."))
process_message_with_tracking(agent, messages, "customer-456", 3)

# Turn 4: PII exposure - test if middleware hides email from model
messages.append(("user", "My email is [email protected]. Can you confirm my email address?"))
response = process_message_with_tracking(agent, messages, "customer-456", 4)

# Turn 5: Sensitive action request - triggers human approval
messages.append(("user", "Can I get a full refund of $1200?"))
response = process_message_with_tracking(agent, messages, "customer-456", 5)

# If interrupted, show approval flow
if has_interrupt(response):
    interrupts = response["__interrupt__"]
    for interrupt in interrupts:
        for action in interrupt.value["action_requests"]:
            display_action(action)
            approved = get_user_approval()

Вывод:

--- Turn 1 ---
User: I ordered a laptop but it arrived damaged.
Agent: I'm sorry to hear that your laptop arrived damaged. To resolve this issue, I can assist you in processing a refund. Could you please provide the amount of the purchase and any specific reason you would like to include for the refund?

--- Turn 2 ---
User: I already tried troubleshooting but it won't turn on.
Agent: Thank you for sharing that information. I'll proceed with processing a refund for the damaged laptop. Could you please provide the purchase amount, so I can include it in the refund request?

--- Turn 3 ---
User: The screen is cracked and there's a dent on the corner.
Agent: I'm sorry to hear about the condition of your laptop. I will help you process a refund. Could you please let me know the purchase amount, so I can proceed with the refund request?

--- Turn 4 ---
User: My email is [email protected]. Can you confirm my email address?
Agent: I'm sorry, but I'm unable to confirm or access email addresses for privacy and security reasons. However, I can assist you with processing a refund. Could you please provide the amount you paid for the laptop so that I can proceed with the refund request?
 PII detected and redacted

--- Turn 5 ---
User: Can I get a full refund of $1200?
 Execution paused for approval

Pending action: process_refund
Arguments: {'amount': 1200, 'reason': 'Laptop arrived damaged with a cracked screen and dent on the corner, and it will not turn on after troubleshooting.'}

Approve this action? (yes/no): yes
✓ Action approved

Результат демонстрирует корректные меры безопасности:

Шаг 4: агент сообщает, что «не может подтвердить или получить доступ к email-адресам», что подтверждает: PIIMiddleware успешно заменил [email protected] на [REDACTED_EMAIL].
Защита email: модель так и не увидела реальный адрес — это снижает риск утечек и попадания PII в логи.
Подтверждение возврата: операция на $1200 не выполнялась до тех пор, пока человек явно не дал одобрение.

Если вам нужно координировать несколько агентов с общим состоянием и рабочими процессами, изучите наш туториал по LangGraph.

Итоговые мысли

Создание LLM-агентов, готовых к продакшену, с использованием middleware LangChain 1.0 требует минимум инфраструктурного кода. Каждый компонент отвечает за одну конкретную задачу: управление контекстным окном, защита чувствительных данных, контроль потока выполнения или структурирование сложных задач.

Лучше всего двигаться постепенно. Добавляйте по одному middleware за раз, проверяйте, как он себя ведёт, а затем сочетайте его с другими. Такой модульный подход позволяет начать с простого решения и расширять его по мере того, как растут требования к агенту.

Русскоязычное сообщество про Python

Друзья! Эту статью подготовила команда Python for Devs — канала, где каждый день выходят самые свежие и полезные материалы о Python и его экосистеме. Подписывайтесь, чтобы ничего не пропустить!

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19 янв. 2026 г.

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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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03.08.26 20:05 Philip

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03.08.26 20:06 Philip

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04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 kimberlyhebertt6877

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04.08.26 12:37 kimberlyhebertt6877

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20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [email protected]

I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.10.26 21:26 [email protected]

I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.26 14:35 lydiasmitth456

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