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Создание умных AI-агентов: полный курс по LangGraph от А до Я. Часть 1. Архитектура: графы, узлы и состояния

Приветствую! Дошли руки для того, чтобы оформить свои знания по теме LangGraph и LangChain в оконченный мини-курс. Сейчас вы читаете первую часть из моей 4-х серийной работы. Как вы поняли из названия, говорить мы сегодня будем про LangGraph — инструмент, который произвёл настоящий фурор в мире энтузиастов по созданию полноценных ИИ-агентов на Python и JavaScript.

Сегодня мы начнём с самых основ, а именно:

Разберёмся, что такое LangGraph, и поймём, чем он так хорош
Разберёмся с основными «китами» этого инструмента: графы, узлы (ноды), рёбра и состояния
Научимся описывать свои графы на простых примерах
Поймём, что такое условные и безусловные рёбра, множественные выходы и прочее

Сразу говорю — сегодня мы не будем работать с нейросетями, просто чтобы не уходить от сути. Но при этом к концу статьи вы и сами догадаетесь, почему ИИ просто идеально ложится в концепцию графов.

Что такое LangGraph и зачем он нужен?

Прежде чем погружаться в детали, давайте разберёмся с основным вопросом: что такое LangGraph и почему он стал таким популярным среди разработчиков?

LangGraph — это библиотека для создания сложных приложений с состоянием, построенных на основе графов. Она позволяет координировать множественные цепочки вычислений (или акторов) циклическим образом — что критически важно для большинства агентных и мультиагентных рабочих процессов.

От линейных цепочек к графам: эволюция мышления

Представьте, что вы пишете программу для обработки заказа в интернет-магазине. Классический подход выглядел бы так:

Получить заказ → Проверить товар → Списать деньги → Отправить товар

Это работает, пока всё идёт по плану. Но что, если:

Товара нет в наличии?
Платёж не прошёл?
Клиент хочет изменить заказ?

Линейная цепочка превращается в кошмар из if-else конструкций. Граф решает эту проблему элегантно:

    ┌─── Товар есть ──→ Списать деньги ──→ Отправить
Заказ ┤
    └─── Товара нет ──→ Уведомить клиента ──→ Предложить аналог
                                    ↓
                               Ждать решения ──→ Повторить проверку

Четыре основы LangGraph

LangGraph строится на четырёх фундаментальных концепциях:

1. Граф (Graph) — это дорожная карта возможных путей выполнения логики. Как GPS-навигатор знает все дороги города, так граф знает все возможные маршруты вашей программы.

2. Узлы (Nodes) — это точки на карте, где происходит реальная работа. Каждый узел выполняет конкретную функцию: обращается к базе данных, вызывает API, принимает решение или просто обновляет информацию.

3. Рёбра (Edges) — это дороги между точками. Они определяют, как и когда программа переходит от одного действия к другому. Рёбра бывают простые ("всегда иди туда") и условные ("иди туда, если выполнено условие").

4. Состояние (State) — это багаж, который путешествует вместе с процессом. В нём хранится вся необходимая информация: входные данные, промежуточные результаты, история действий.

Почему именно графы?

Графы дают нам суперспособности в программировании:

Прозрачность — любой может посмотреть на граф и понять логику работы программы. Никаких скрытых механизмов или "магических" переходов.

Гибкость — легко добавить новый сценарий, изменить логику или удалить ненужные шаги без переписывания всего кода.

Отладка — видно точно, где процесс "застрял" или пошёл не туда. Каждый шаг документирован и отслеживаем.

Масштабируемость — от простого калькулятора до сложного многоагентного ИИ-помощника — принципы остаются теми же.

Связь с реальным миром

По сути, LangGraph формализует то, как мы естественно думаем о сложных процессах. Когда вы планируете отпуск, ваш мозг строит граф:

Выбрать направление → Забронировать отель → Купить билеты
       ↓                      ↓                    ↓
Если дорого → Найти альтернативу → Если места нет → Изменить даты

LangGraph просто даёт нам инструменты для того, чтобы перенести эту естественную логику в код — структурированно, надёжно и расширяемо.

Подготовка

Если вы читаете мои статьи, то знаете, что я Python-разработчик. Поэтому весь представленный код в этом мини-курсе будет написан исключительно на Python. Сами инструменты LangChain и LangGraph так же хорошо работают на JavaScript. Поэтому, если вы пишете на этом языке — информация, написанная ниже, будет такой же актуальной, как и для Python-разработчиков.

То есть для того, чтобы понять написанное далее, у вас должна быть база либо в Python, либо в JavaScript.

Настройка окружения

Начнём мы с создания виртуального окружения на Python и с установки зависимостей:

Создаём виртуальное окружение и активируем его:

python -m venv venv
source venv/bin/activate  # или venv\Scripts\activate на Windows

Теперь установим LangGraph:

pip install langgraph==0.6.2

Я указываю конкретную версию, чтобы для вас не потерялась актуальность этой статьи, когда версия обновится. На момент написания это самая свежая стабильная версия.

Где запускать код:

Для экспериментов с LangGraph отлично подойдёт локальная разработка, но если вы планируете создавать продакшн-решения, стоит подумать о надёжной облачной платформе. Например, Amvera Cloud предоставляет удобную среду для разработки и деплоя Python-приложений с автоматическим CI/CD и встроенной поддержкой различных ИИ-сервисов. А главное, включает бесплатное встроенное проксирование до OpenAI, Gemini, Anthropic и Grok и предоставляет инференс LLaMA с оплатой рублями.

Контекст и дополнительные материалы

Прежде чем приступим к написанию кода, хочу отметить, что я уже описывал 2 статьи по теме LangGraph и LangChain, с которыми вы сможете ознакомиться здесь:

Это на случай, если информации по теме LangGraph от меня окажется недостаточно или будет долго выходить новый материал по теме.

Также хочу напомнить, что полный исходный код к своим статьям на Хабре, как и прочий эксклюзивный контент (мини-гайды, анонсы, посты и т.д.), я публикую в своём телеграм-канале «Лёгкий путь в Python». Там же вы найдёте полный код к сегодняшней статье.

Первые шаги в LangGraph

Один из основных инструментов в LangGraph — это состояния. Технически, состояние — это просто некий Python-класс или, проще говоря, схема, в которой вы описываете все те переменные и объекты, которые вы хотите получать на протяжении выполнения вашего кода.

Если вы когда-то писали телеграм-ботов на Python (например, на Aiogram 3), вам должно быть хорошо знакомо понятие состояний. Оно применяется в FSM — машине состояний. Например, вы задаёте в этих состояниях следующие переменные:

• имя
• фамилия
• возраст
• дата рождения

Далее — задаёте вопросы пользователю, параллельно сохраняя их ответы в состояния, и затем, когда пользователь выходит из опроса — вы уже что-то делаете с полученными данными.

В LangGraph состояния работают схожим образом, и сейчас мы с вами опишем простое состояние.

Описание состояния

from typing import TypedDict
from datetime import date


class UserState(TypedDict):
    name: str
    surname: str
    age: int
    birth_date: date

Первое, что вы можете заметить — это наследование от TypedDict. Это одна из особенностей описания состояний в LangGraph. Наследуется либо от TypedDict, либо от BaseModel Pydantic (усложнять сегодня не будем и остановимся на классическом TypedDict).

На примере выше я показал, как описывается схема состояния. Мы просто говорим, что у нас есть некое состояние, в которое мы хотим собрать имя, фамилию, возраст и дату рождения. Для того чтобы Graph это понимал — мы указали, какой тип данных будет ожидать каждая переменная.

То есть это состояние позволит нам отслеживать всю информацию по мере работы приложения и передавать данные между различными узлами графа.

Создание графа

Далее, для того чтобы это был не просто класс, а полноценное состояние для графа, нам необходимо выполнить импорт:

from langgraph.graph import StateGraph

Теперь нам необходимо инициализировать нашу «дорожную карту» — граф и передать в него состояние графа:

graph = StateGraph(UserState)

Технической пользы от этого пока мало, так как у нас нет никакой логики, как вы могли заметить. Для того чтобы у нас появилась логика — нам необходимо написать её в виде простых функций.

Создание функции для узла

Давайте представим, что на входе к нам приходит человек, который уже представился: назвал нам своё имя, свою фамилию и сказал дату рождения, а наша задача будет заключаться в том, чтобы посчитать его точное количество лет.

В обычном представлении функция имела бы такой вид:

def calculate_age(birth_date: date) -> int:
    """
    Вычисляет точный возраст человека от сегодняшней даты.
    """
    today = date.today()
    # Вычисляем разность в годах
    age = today.year - birth_date.year
    # Проверяем, прошёл ли уже день рождения в этом году
    if (today.month, today.day) < (birth_date.month, birth_date.day):
        age -= 1
    return age

На вход принимаем дату рождения, на выходе — целое число с точным количеством лет. Но данный формат нам не подойдёт.

Выполним небольшую модернизацию:

def calculate_age(state: UserState) -> dict:
    today = date.today()
    age = today.year - state["birth_date"].year
    if (today.month, today.day) < (state["birth_date"].month, state["birth_date"].day):
        age -= 1
    return {"age": age}

Теперь мы получили идеально подходящий вариант для графов. Немного забегая вперёд, объясню почему.

Важная особенность функций узлов

Далее нам предстоит работать с узлами (нодами). Для работоспособности узлов мы всегда должны передавать функцию, которая принимает на вход состояние и которая это состояние возвращает (полностью или частично).

Вы видите, что в моём примере я вернул не состояние целиком, а словарь с обновлением состояния. Это, условно, сокращённая версия, которая позволяет с меньшим количеством затрат по вычислениям передавать состояния. Но вы могли бы напрямую вернуть изменённое состояние:

def calculate_age(state: UserState) -> UserState:
    today = date.today()
    age = today.year - state["birth_date"].year
    if (today.month, today.day) < (state["birth_date"].month, state["birth_date"].day):
        age -= 1
    state["age"] = age
    return state

Результат был бы тот же, но с большими затратами на пересчёт всего состояния. Поэтому рекомендуется возвращать только изменения в виде словаря.

Добавление узла в граф

Несмотря на то что мы сделали функцию, которая подходит узлам LangGraph — это всё ещё просто функция. Теперь нам необходимо включить её в узел (ноду).

Узел добавляется на существующий граф. Его мы уже создали:

graph = StateGraph(UserState)

Для добавления узла используется метод add_node. На вход метод принимает название узла (всегда строка) и функцию-обработчик, которая обрабатывает состояния (в некоторых случаях это может быть безымянная лямбда-функция).

graph.add_node("calculate_age", calculate_age)

Название узла может быть любым, и оно не обязательно должно соответствовать названию функции. Главное, чтобы название было уникальным в рамках одного графа.

Отлично, узел создан!

Построение маршрута с рёбрами

Далее нам необходимо выстроить маршрут. Вы будете удивлены, но у нас не 1 узел, а целых 3, и вот почему. Все цепочки всегда должны начинаться с системного стартового узла START и завершаться они должны другим системным узлом END. Эти 2 узла можно импортировать:

from langgraph.graph import StateGraph, START, END

Для того чтобы выстроить цепочку графов, нам необходимо использовать рёбра. Ребро — это просто связка, которая связывает между собой узлы (ноды).

Вот так мы могли бы описать минимальное линейное ребро:

graph.add_edge(START, END)

То есть при помощи метода add_edge мы сказали, что после того как выполнится системный узел START, должен выполниться другой системный узел END. Толку от этого немного, поэтому мы включим в граф наш собственный узел. В этом случае описание связки будет выглядеть так:

graph.add_edge(START, "calculate_age")
graph.add_edge("calculate_age", END)

То есть всё действительно просто. Этой простой записью мы говорим:

Сначала вызови узел START
А после него уже узел calculate_age
Далее вызывай END

Компиляция и запуск графа

Далее для того чтобы мы могли работать с нашим графом — его необходимо скомпилировать. Делается это просто:

app = graph.compile()

Теперь переменная app — это наш полноценный граф, который остаётся только вызвать.

result = app.invoke({"name": "Алексей",
                     "surname": "Яковенко",
                     "birth_date": date.fromisoformat("1993-02-19")})
print(result)

И вот такой результат мы получили:

{'name': 'Алексей', 'surname': 'Яковенко', 'age': 32, 'birth_date': datetime.date(1993, 2, 19)}

Либо можно просто извлечь возраст:

print(result['age'])

тогда отобразится 32.

Визуализация графа

Выводы и ключевые моменты

Мы только что создали наш первый полноценный граф в LangGraph! Давайте подведём итоги того, что мы изучили:

Состояние — это схема данных, которая путешествует по графу и позволяет узлам обмениваться информацией. Оно описывается через TypedDict и содержит все необходимые переменные.

Узлы — это функции, которые принимают состояние на вход и возвращают его изменения. Каждый узел выполняет конкретную задачу и может модифицировать состояние.

Рёбра — это связи между узлами, которые определяют порядок выполнения. Простые рёбра создают линейную последовательность.

Граф — это контейнер, который объединяет узлы и рёбра в единую логическую структуру. После компиляции он становится исполняемым приложением.

Этот простой пример демонстрирует фундаментальные принципы работы с LangGraph. В следующих разделах мы усложним логику, добавим условные переходы и покажем, как создавать более сложные сценарии выполнения. Но основа уже заложена — вы понимаете, как данные течут через граф и как узлы взаимодействуют друг с другом.

Условные рёбра

Теперь немного усложним задачу и представим, что нам нужна не прямолинейная логика, а условная. Давайте представим ситуацию, что нам представился человек. Сказал, как его зовут, назвал дату рождения, и теперь нам необходимо определить, можно ли ему водить машину.

На территории РФ вождение легкового автомобиля разрешено с 18 лет. Следовательно, если мы получим возраст меньше 18 лет, то машину водить нельзя.

Реализуем данную задачу через LangGraph, а именно его технологию условных рёбер.

Обновление состояния

Первым делом давайте обновим наше состояние, добавив поле для сообщения:

from typing import TypedDict
from datetime import date


class UserState(TypedDict):
    name: str
    surname: str
    age: int
    birth_date: date
    message: str  # Новое поле для хранения сообщения пользователю

Условная функция

Первое, что нам нужно подключить — это условную функцию.

Условная функция — проверяет некое условие и затем возвращает строку. На основании возвращаемой строки далее мы будем понимать, какой узел вызвать следующим.

Напишем простое условие:

def check_drive(state: UserState) -> str:
    if state["age"] &gt;= 18:
        return "можно"
    else:
        return "нельзя"

На вход принимаем состояние — на выходе возвращаем строку. Это ключевая особенность условных функций в LangGraph: они всегда возвращают строку, которая определяет следующий шаг в графе.

Создание узлов-обработчиков

Условное ребро должно вызвать тот или иной узел в зависимости от условия. Давайте напишем 2 обработчика, на базе которых мы будем возвращать то или иное сообщение пользователю:

def generate_success_message(state: UserState) -> dict:
    return {
        "message": f"Поздравляем, {state['name']} {state['surname']}! "
                   f"Вам уже {state['age']} лет и вы можете водить!"
    }

def generate_failure_message(state: UserState) -> dict:
    return {
        "message": f"К сожалению, {state['name']} {state['surname']}, "
                   f"вам ещё только {state['age']} лет и вы не можете водить."
    }

Обратите внимание, что каждая функция возвращает словарь с одним ключом message. LangGraph автоматически объединит это с существующим состоянием, обновив только указанное поле.

Построение графа с условными рёбрами

Инициализируем граф:

graph = StateGraph(UserState)

Добавляем все узлы (ноды):

graph.add_node("calculate_age", calculate_age)
graph.add_node("generate_success_message", generate_success_message)
graph.add_node("generate_failure_message", generate_failure_message)

Важное замечание: Обратите внимание, мы не создаём ноду из check_drive, так как этот обработчик мы будем использовать в условном ребре. Условные функции не являются узлами — они являются логикой маршрутизации между узлами.

Начало, как в первом примере:

graph.add_edge(START, "calculate_age")

Тут мы связываем стартовый системный узел с нашим узлом расчёта возраста.

Создание условного ребра

Теперь переходим к условному ребру:

graph.add_conditional_edges(
    "calculate_age", 
    check_drive, 
    {
        "можно": "generate_success_message", 
        "нельзя": "generate_failure_message"
    }
)

Мы тут задействовали новый метод — add_conditional_edges. Данный метод:

Первым аргументом принимает название узла, с которого начинается условная логика
Вторым аргументом принимает функцию условия (не строку с названием, а саму функцию!)
Третьим аргументом принимает словарь маршрутизации

В качестве ключей словаря выступают варианты строк, полученные от условной функции, а в качестве значений — названия узлов.

Таким простым и элегантным способом мы, основываясь на условной функции, можем управлять запуском десятков, а то и сотен различных ветвей логики! При этом подход выглядит максимально читаемым и понятным.

Завершение графа

Далее нам остаётся обработать следующий шаг после условного ребра:

graph.add_edge("generate_success_message", END)
graph.add_edge("generate_failure_message", END)

Как вы понимаете — далее цепочка могла бы быть намного длиннее. Мы могли бы снова использовать условные рёбра или прямые рёбра. То есть выстраивать можно было бы действительно сложную и разветвлённую логику.

Например, после успешного сообщения мы могли бы добавить узел для проверки наличия водительских прав, а после неуспешного — узел с информацией о том, когда человек сможет получить права.

Компиляция и запуск

Компилируем и вызываем:

app = graph.compile()
result = app.invoke({
    "name": "Алексей",
    "surname": "Яковенко",
    "birth_date": date.fromisoformat("1993-02-19")
})

print(result)

Результат:

{
    'name': 'Алексей', 
    'surname': 'Яковенко', 
    'age': 32, 
    'birth_date': datetime.date(1993, 2, 19), 
    'message': 'Поздравляем, Алексей Яковенко! Вам уже 32 лет и вы можете водить!'
}

Визуализация логики

Давайте представим наш граф схематично:

Эта схема показывает, как поток выполнения разветвляется в зависимости от результата условной функции.

Ключевые принципы условных рёбер

Условная функция всегда возвращает строку, которая определяет следующий узел для выполнения.

Словарь маршрутизации должен покрывать все возможные возвращаемые значения условной функции, иначе граф может упасть с ошибкой.

Гибкость — вы можете создавать сколь угодно сложные условия, возвращая разные строки для разных сценариев.

Читаемость — логика ветвления явно видна в коде и легко модифицируется.

Условные рёбра — это мощный инструмент, который превращает простые линейные последовательности в сложные, адаптивные системы принятия решений. В следующих разделах мы рассмотрим ещё более продвинутые паттерны и покажем, как создавать графы с циклами и параллельным выполнением.

Циклы в LangGraph

Бывает, что нам недостаточно простых цепочек, а может быть, и условий недостаточно. Я говорю о ситуации, когда мы хотим выполнять определённый набор действий до достижения нужного условия.

Давайте представим, что наш граф, в случае если пользователь несовершеннолетний, не будет возвращать ему сообщение со словами «Вы не можете водить», а будет ждать, пока пользователь повзрослеет, чтобы дать ему такое разрешение.

Конечно, в реальной жизни это было бы абсурдно, но для демонстрации циклов в графах — отличный пример!

Обновление состояния

Давайте создадим такой специальный узел, который будет при каждом к нему обращении увеличивать сегодняшнюю дату на 1 день. Для этого мы добавим в наше состояние переменную:

from typing import TypedDict
from datetime import date, timedelta


class UserState(TypedDict):
    name: str
    surname: str
    age: int
    birth_date: date
    today: date  # Новое поле для хранения "текущей" даты
    message: str

Модификация функции расчёта возраста

Теперь внесём правки в определение возраста:

def calculate_age(state: UserState) -> dict:
    """
    Вычисляет точный возраст человека от переданной даты.
    """
    today = state["today"]  # Берём дату из состояния, а не системную
    # Вычисляем разность в годах
    age = today.year - state["birth_date"].year
    # Проверяем, прошёл ли уже день рождения в этом году
    if (today.month, today.day) < (state["birth_date"].month, state["birth_date"].day):
        age -= 1
    return {"age": age}

Обратите внимание — теперь мы дату сегодня изначально получаем из состояния. То есть при запуске графа нам нужно будет передать это значение, и мы сможем его контролировать.

Функция увеличения даты

Теперь напишем обработчик, который будет увеличивать сегодняшнюю дату на 1 день:

def autoincrement_date(state: UserState) -> dict:
    """
    Увеличивает текущую дату на один день.
    """
    current_date = state["today"]
    new_date = current_date + timedelta(days=1)
    print(f"{current_date} -> {new_date}")  # Для наглядности процесса
    return {"today": new_date}

Не забываем импортировать timedelta из datetime.

Я специально добавил принт, чтобы видеть, какое количество итераций мы прошли и как изменяется дата в процессе выполнения цикла.

Построение циклического графа

Теперь нам нужно выстроить следующую логику: если пользователю недостаточно лет, то мы должны вызывать узел, который увеличивает дату на 1 день, и после снова запускать общую проверку. Действовать мы будем до тех пор, пока не вернём сообщение о том, что можно ездить.

Добавляем новый узел:

graph.add_node("autoincrement_date", autoincrement_date)

Выстраиваем цепочку:

graph.add_edge(START, "calculate_age")

Теперь опишем условный граф:

graph.add_conditional_edges(
    "calculate_age", 
    check_drive, 
    {
        "можно": "generate_success_message", 
        "нельзя": "autoincrement_date"
    }
)

Обратите внимание — теперь, если условие вернуло «нельзя», мы запускаем наш новый узел autoincrement_date.

Если возраст подходит, то мы завершаем выполнение:

graph.add_edge("generate_success_message", END)

Но если он не подходит — мы снова запускаем первый узел, создавая цикл:

graph.add_edge("autoincrement_date", "calculate_age")

Создание цикла: ключевая логика

Таким образом, мы зациклили граф. У нас есть два возможных исхода:

Выход из логики графа — когда наш пользователь становится совершеннолетним
Продолжение цикла — мы запускаем логику с момента определения возраста, если это не так

Схематично это выглядит так:

Настройка лимита рекурсии

Компилируем и вызываем граф:

app = graph.compile()


result = app.invoke({
    "name": "Алексей",
    "surname": "Яковенко",
    "birth_date": date.fromisoformat("2008-02-19"),  # Несовершеннолетний
    "today": date.today()
}, {"recursion_limit": 1000})  # Увеличиваем лимит итераций

Обратите внимание на второй словарь — настройки. В нём я переопределил внутренний параметр лимита рекурсии. Без данного параметра LangGraph позволил бы нам только 25 итераций по умолчанию.

Это защитный механизм от бесконечных циклов. В продакшн-коде всегда устанавливайте разумные лимиты!

В продакшн-окружении, например при деплое на Amvera Cloud, такие параметры лучше выносить в конфигурационные файлы. Это позволяет гибко управлять поведением агентов без изменения кода.

Результат выполнения

Вызываем и видим следующую картину:

...
2026-02-13 -> 2026-02-14
2026-02-14 -> 2026-02-15
2026-02-15 -> 2026-02-16
2026-02-16 -> 2026-02-17
2026-02-17 -> 2026-02-18
2026-02-18 -> 2026-02-19

{'name': 'Алексей', 
'surname': 'Яковенко',
'age': 18,
'birth_date': datetime.date(2008, 2, 19),
'today': datetime.date(2026, 2, 19), 
'message': 'Поздравляем, Алексей Яковенко! Вам уже 18 и вы можете водить!'
}

Анализ результата

Граф выполнил 201 итерацию, каждый день увеличивая дату на один день, пока пользователь не достиг совершеннолетия. Как только ему исполнилось 18 лет (19 февраля 2026 года), условие сработало, и граф завершился успешным сообщением.

Практические применения циклов

В реальных проектах циклы в LangGraph используются для:

Повторных попыток — когда нужно повторить операцию до успешного выполнения (например, запросы к API)

Итеративные улучшения — когда ИИ-агент постепенно улучшает свой ответ или решение

Обработка очередей — когда нужно обрабатывать элементы до тех пор, пока очередь не опустеет

Диалоговые сценарии — когда агент ведёт диалог с пользователем до достижения цели

Важные моменты при работе с циклами

Условие выхода — всегда должно быть чёткое условие, которое гарантированно прервёт цикл

Лимит итераций — защита от бесконечных циклов через recursion_limit

Состояние изменяется — каждая итерация должна как-то изменять состояние, иначе цикл будет бесконечным

Отладка — используйте логирование для отслеживания изменений в состоянии

Циклы превращают LangGraph в мощный инструмент для создания сложных, адаптивных систем, способных выполнять итеративные процессы до достижения нужного результата. Это особенно важно при работе с ИИ-агентами, которые могут улучшать свои ответы или повторять действия до получения удовлетворительного результата.

Если хочется начать с условного ребра?

К сожалению, прямой возможности начинать с условного ребра в LangGraph нет. То есть вы не сможете использовать системный START в качестве отправной точки для условной логики. Сейчас я поделюсь с вами способом, который позволит элегантно обойти это ограничение.

Проблема и её решение

В LangGraph архитектурно заложено, что граф должен начинаться с узла, а не с условного ребра. Это логично с точки зрения дизайна — сначала нужно что-то сделать (узел), а потом принять решение о дальнейших действиях (условное ребро).

Но иногда у нас есть данные, которые уже готовы для принятия решения, и промежуточная обработка не нужна. В таких случаях мы создаём "фиктивный" узел, который просто передаёт состояние дальше без изменений.

Практический пример

Давайте напишем простой граф, который будет принимать возраст пользователя и возвращать соответствующее сообщение:

from typing import TypedDict
from langgraph.graph import StateGraph, START, END


class UserState(TypedDict):
    age: int
    message: str


def check_age(state: UserState) -> str:
    """Условная функция для проверки возраста"""
    return "совершеннолетний" if state["age"] >= 18 else "не_совершеннолетний"


def generate_success_message(state: UserState) -> dict:
    """Генерирует сообщение для совершеннолетних"""
    return {"message": f"Вам уже {state['age']} лет и вы можете водить!"}


def generate_failure_message(state: UserState) -> dict:
    """Генерирует сообщение для несовершеннолетних"""
    return {"message": f"Вам ещё только {state['age']} лет и вы не можете водить."}

Создание фиктивного узла

Теперь создадим граф с фиктивным узлом:

graph = StateGraph(UserState)

# Фиктивный узел - просто передаёт состояние дальше
graph.add_node("fake_node", lambda state: state)

# Основные узлы обработки
graph.add_node("generate_success_message", generate_success_message)
graph.add_node("generate_failure_message", generate_failure_message)

Построение логики графа

# Связываем START с фиктивным узлом
graph.add_edge(START, "fake_node")

# От фиктивного узла идёт условное ребро
graph.add_conditional_edges(
    "fake_node", 
    check_age, 
    {
        "совершеннолетний": "generate_success_message",
        "не_совершеннолетний": "generate_failure_message"
    }
)

# Завершаем оба пути
graph.add_edge("generate_success_message", END)
graph.add_edge("generate_failure_message", END)

Объяснение фиктивного узла

Обратите внимание на стартовый узел:

graph.add_node("fake_node", lambda state: state)

Таким образом, мы написали безымянную лямбда-функцию, которая на вход приняла состояние и вернула его без изменений. Таким образом, мы собрали «заглушку», которая была бы эквивалентна:

def fake_node(state: UserState) -> UserState:
    """Фиктивный узел, который просто передаёт состояние дальше"""
    return state

Запуск и результат

app = graph.compile()

# Тест для несовершеннолетнего
result_minor = app.invoke({"age": 17})
print("Результат для 17 лет:", result_minor)

# Тест для совершеннолетнего  
result_adult = app.invoke({"age": 25})
print("Результат для 25 лет:", result_adult)

Результат:

Результат для 17 лет: {
    'age': 17, 
    'message': 'Вам ещё только 17 лет и вы не можете водить.'
}

Результат для 25 лет: {
    'age': 25, 
    'message': 'Вам уже 25 лет и вы можете водить!'
}

Схема работы графа

Визуально наш граф выглядит так:

Альтернативные варианты фиктивного узла

Помимо простой лямбда-функции, фиктивный узел может выполнять минимальную полезную работу:

Логирование

def log_and_pass(state: UserState) -> UserState:
    """Логирует вход в граф и передаёт состояние дальше"""
    print(f"Начинаем обработку пользователя с возрастом: {state['age']}")
    return state

graph.add_node("log_node", log_and_pass)

Валидация

def validate_and_pass(state: UserState) -> UserState:
    """Проверяет корректность данных и передаёт состояние дальше"""
    if state["age"] < 0 or state["age"] > 150:
        raise ValueError(f"Некорректный возраст: {state['age']}")
    return state

graph.add_node("validation_node", validate_and_pass)

Инициализация

def initialize_and_pass(state: UserState) -> dict:
    """Инициализирует дополнительные поля и передаёт состояние дальше"""
    return {
        "timestamp": datetime.now().isoformat(),
        "processed": True
    }

graph.add_node("init_node", initialize_and_pass)

Когда использовать фиктивные узлы

Прямое условное ветвление — когда входные данные уже готовы для принятия решений
Валидация на входе — проверка корректности данных перед основной логикой
Логирование точек входа — отслеживание начала обработки
Инициализация метаданных — добавление служебной информации в состояние

Важные моменты

Производительность — фиктивные узлы добавляют минимальные накладные расходы
Читаемость — они делают логику графа более явной и понятной
Гибкость — позволяют легко добавлять функциональность в будущем
Совместимость — соответствуют архитектурным требованиям LangGraph

Фиктивные узлы — это элегантный способ обойти архитектурные ограничения LangGraph, сохраняя при этом чистоту и читаемость кода. Они позволяют начинать граф с условной логики, когда это необходимо, не нарушая при этом принципов фреймворка.

Визуализировать граф? Легко!

Выше в статье вы видели схематичные диаграммы с узлами и стрелками. Если вам кажется, что я эти рисунки отрисовывал самостоятельно — вы заблуждаетесь!

В LangGraph есть встроенная логика, позволяющая автоматически генерировать визуализацию графа в виде изображения. Это невероятно полезная функция для понимания логики работы сложных графов и их отладки.

Функция для генерации PNG

Напишем простую функцию, которая на вход будет принимать скомпилированный объект графа и название выходного файла:

def gen_png_graph(app_obj, name_photo: str = "graph.png") -> None:
    """
    Генерирует PNG-изображение графа и сохраняет его в файл.
    
    Args:
        app_obj: Скомпилированный объект графа
        name_photo: Имя файла для сохранения (по умолчанию "graph.png")
    """
    with open(name_photo, "wb") as f:
        f.write(app_obj.get_graph().draw_mermaid_png())

Использование функции

Вызываем сразу после компиляции графа:

# Компилируем граф
app = graph.compile()

# Генерируем визуализацию
gen_png_graph(app, name_photo="graph_example_4.png")

print("Граф сохранён как graph_example_4.png")

Как это работает под капотом

LangGraph использует библиотеку Mermaid для создания диаграмм. Процесс происходит в несколько этапов:

Анализ структуры — LangGraph анализирует все узлы и рёбра в вашем графе
Генерация Mermaid-кода — создаётся текстовое описание графа в формате Mermaid
Рендеринг в PNG — Mermaid-код преобразуется в изображение

Сгенерированная диаграмма отображает:

Узлы — прямоугольники с названиями ваших функций
Рёбра — стрелки, показывающие направление потока выполнения
Условные рёбра — разветвления с подписями условий
Системные узлы — START и END выделены особым образом
Циклы — стрелки, возвращающиеся к предыдущим узлам

Визуализация особенно полезна для:

Поиска ошибок в логике — сразу видно, если граф идёт не туда, куда задумано
Оптимизации производительности — можно выявить избыточные пути
Документирования — диаграммы отлично подходят для технической документации
Обучения команды — новые разработчики быстрее понимают логику

Полезные советы

Именование узлов — используйте понятные названия, они отображаются на диаграмме
Группировка логики — родственные узлы стоит именовать с общим префиксом
Версионирование диаграмм — сохраняйте диаграммы с версиями для отслеживания изменений
Автоматизация — интегрируйте генерацию в CI/CD для автоматического обновления документации

Визуализация графов в LangGraph — это не просто красивая картинка, а мощный инструмент для понимания, отладки и документирования сложной логики. Используйте его активно, и ваши графы станут гораздо более понятными и поддерживаемыми!

Заключение: от простых схем к ИИ-агентам

Вот мы и подошли к концу нашего путешествия в мир основ LangGraph. Давайте оглянемся назад и посмотрим, какой путь мы прошли вместе.

Что мы освоили

Мы начали с самых азов — разобрались, что такое состояния, узлы, рёбра и как они взаимодействуют между собой. Казалось бы, простые концепции, но именно они составляют фундамент для создания сложнейших ИИ-систем.

Состояния — мы научились описывать "память" нашего графа через TypedDict, понимать, как данные путешествуют между узлами и накапливаются по мере выполнения.
Узлы — освоили создание функций, которые принимают состояние и возвращают его изменения. Поняли, что каждый узел — это отдельная ответственность, отдельная задача в общем процессе.
Простые рёбра — научились строить линейные последовательности выполнения, связывать узлы в осмысленные цепочки.
Условные рёбра — открыли для себя мощь ветвящейся логики, когда граф может принимать решения и идти разными путями в зависимости от данных.
Циклы — поняли, как создавать итеративные процессы, когда граф может повторять действия до достижения нужного результата.
Визуализация — научились "видеть" наши графы, превращать абстрактный код в понятные диаграммы.

Почему это было важно

Возможно, кто-то подумает: "Зачем такие сложности? Можно же просто писать if-else и циклы в обычном коде." И это справедливый вопрос.

Но представьте, что вы пишете систему, которая должна:

Принять заказ от клиента
Проверить товар на складе
Если товара нет — предложить аналог
Согласовать с клиентом
Обработать платёж
При ошибке платежа — попробовать другой способ
Отправить товар
Отследить доставку
При проблемах — связаться с клиентом

В традиционном коде это превратится в запутанный лабиринт условий и состояний. А в LangGraph — в красивую, понятную схему, где каждый шаг визуален и контролируем.

Мост к ИИ-агентам

Сейчас, когда вы понимаете основы, давайте заглянем в будущее. Почему именно графы так идеально подходят для ИИ-агентов?

Принятие решений — ИИ постоянно анализирует ситуацию и выбирает следующее действие. Условные рёбра — это естественный способ моделировать такие решения.
Итеративные улучшения — ИИ-агенты часто работают циклично: анализируют результат, улучшают подход, пробуют снова. Циклы в графах — идеальный инструмент для этого.
Модульность — разные "навыки" ИИ можно оформить как отдельные узлы: один узел для работы с текстом, другой для поиска в интернете, третий для анализа данных.
Прозрачность — когда ИИ-агент принимает решения, важно понимать его логику. Граф показывает весь путь мышления агента.

Что нас ждёт в следующих частях

В следующей статье серии мы сделаем революционный шаг — подключим к нашим графам настоящие нейросети! Вы увидите, как:

Узлы становятся умными — вместо простых функций расчёта возраста мы будем использовать узлы, которые анализируют тексты, генерируют ответы, принимают сложные решения.
Состояния обогащаются — помимо простых данных мы будем хранить историю диалога, контекст задач, промежуточные результаты анализа.
Условные рёбра становятся интеллектуальными — решения будут принимать не по простым if-else, а на основе анализа нейросетью всего контекста ситуации.
Циклы обретают цель — ИИ будет итеративно улучшать свои ответы, повторять попытки решения задач, вести диалоги до достижения нужного результата.

Мы создадим ИИ-агента, который сможет:

Анализировать входящие запросы
Выбирать подходящие инструменты
Вызывать внешние API и сервисы
Обрабатывать ошибки и повторять попытки
Запоминать контекст и учиться на опыте

В следующих частях мы также рассмотрим вопросы деплоя и масштабирования ИИ-агентов. Покажу, как разворачивать LangGraph-приложения в облаке (на примере Amvera Cloud), настраивать мониторинг и обеспечивать стабильную работу агентов в продакшене.

Практическая ценность

К концу этой серии у вас будет не просто понимание теории, а реальные навыки создания производственных ИИ-систем. Вы сможете:

Создавать чат-ботов с многоступенчатой логикой
Строить системы автоматизации бизнес-процессов
Разрабатывать ИИ-помощников для конкретных задач
Интегрировать различные ИИ-сервисы в единые решения

Благодарность

Спасибо, что прошли со мной этот путь от простых схем к пониманию фундаментальных принципов. Знаю, что временами могло показаться, что мы "изобретаем велосипед" — пишем сложные графы для простых задач.

Но поверьте — это время потрачено не зря. Когда в следующей статье мы подключим к этим графам настоящий ИИ, вы поймёте всю мощь и элегантность этого подхода. То, что сегодня кажется избыточным, завтра станет спасательным кругом при создании сложных интеллектуальных систем.

До встречи

Полный код всех примеров из этой статьи, как всегда, доступен в моём телеграм-канале "Лёгкий путь в Python". Там же я буду анонсировать выход следующих частей серии.

Увидимся во второй части, где мы наконец-то подружим наши графы с нейросетями и создадим первого настоящего ИИ-агента!

До скорых встреч, и пусть ваши графы всегда ведут к нужному результату!

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4 авг. 2025 г.

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14.10.25 08:46 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
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 20:17 tyleradams

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17.10.25 20:20 lindseyvonn

Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
17.10.25 20:22 richardcharles

I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
17.10.25 20:23 stevekalfman

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17.10.25 21:42 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
17.10.25 21:42 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
17.10.25 21:42 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
21.10.25 08:39 debby131

Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 04:48 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
22.10.25 07:36 donnacollier

HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 16:31 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 01:52 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
23.10.25 01:52 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
23.10.25 15:47 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 21:43 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
23.10.25 21:43 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
24.10.25 06:08 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:54 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 18:18 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
24.10.25 18:18 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
25.10.25 00:49 tyleradams

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25.10.25 00:50 stevekalfman

If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
25.10.25 05:05 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
25.10.25 10:13 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
25.10.25 10:13 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
26.10.25 01:03 Christopherbelle

A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.
26.10.25 18:09 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 17:08 raymondgonzales

Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
27.10.25 17:20 fatimanorth

The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 03:43 Christopherbelle

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 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
29.10.25 10:56 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
30.10.25 09:49 Christopherbelle

I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
30.10.25 12:03 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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Создание умных AI-агентов: полный курс по LangGraph от А до Я. Часть 1. Архитектура: графы, узлы и состояния

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