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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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25.11.25 13:31 mickaelroques52

CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY
25.11.25 13:31 mickaelroques52

I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp: + 1 414 807 1485 Email: rapiddigitalrecovery (@) execs. com Telegram: + 1 680 5881 631
26.11.25 18:18 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.11.25 18:20 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
27.11.25 10:56 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 10:56 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 20:04 deborah113

Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains. Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped. It was really hard to deal with the loss after their customer service ceased responding. I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists. I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines. I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om
27.11.25 23:48 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 23:48 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 00:08 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.
28.11.25 11:15 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 11:15 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
28.11.25 11:43 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.11.25 20:37 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.12.25 23:45 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.12.25 02:21 donald121

In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)
02.12.25 15:05 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.
03.12.25 09:22 tyrelldavis1

I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ ) also on Mail: ([email protected]
03.12.25 21:01 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
03.12.25 22:17 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 01:37 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 01:37 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.12.25 04:35 Tonerdomark

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04.12.25 10:32 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 18:25 smithhazael

Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.
04.12.25 21:45 elizabethrush89

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04.12.25 21:45 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.12.25 08:35 into11

The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
05.12.25 08:48 Tonerdomark

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06.12.25 01:44 Tonerdomark

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06.12.25 01:48 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
06.12.25 10:36 Thomas Muller

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06.12.25 10:36 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
06.12.25 10:39 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.12.25 10:42 michaeldavenport238

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.12.25 08:43 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
08.12.25 02:17 liam

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08.12.25 09:07 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
09.12.25 00:18 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 01:01 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com
09.12.25 05:44 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 10:24 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 10:25 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 14:16 Matt Kegan

Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done.
12.12.25 22:38 swanky

After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.
13.12.25 08:22 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 08:23 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 08:28 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
13.12.25 15:29 Anthonymorphy30

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13.12.25 18:52 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
13.12.25 18:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 12:12 Anthony Irvin

I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page
18.12.25 13:24 Regency Victorian

I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page
18.12.25 20:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 20:55 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 21:02 James Robert

This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101
18.12.25 21:02 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
20.12.25 16:03 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
06.01.26 00:54 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 15:05 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:06 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.
06.01.26 16:07 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:14 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 17:03 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. http://www.solidblockforensics.com
09.01.26 17:11 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
10.01.26 14:28 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
11.01.26 03:16 austinjarvis

I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now.
12.01.26 16:24 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
13:04 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
13:05 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
15:53 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

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

Что такое LangGraph и зачем он нужен?

От линейных цепочек к графам: эволюция мышления

Четыре основы LangGraph

Почему именно графы?

Связь с реальным миром

Подготовка

Настройка окружения

Контекст и дополнительные материалы

Первые шаги в LangGraph

Описание состояния

Создание графа

Создание функции для узла

Важная особенность функций узлов

Добавление узла в граф

Построение маршрута с рёбрами

Компиляция и запуск графа

Выводы и ключевые моменты

Условные рёбра

Обновление состояния

Условная функция

Создание узлов-обработчиков

Построение графа с условными рёбрами

Создание условного ребра

Завершение графа

Компиляция и запуск

Визуализация логики

Ключевые принципы условных рёбер

Циклы в LangGraph

Обновление состояния

Модификация функции расчёта возраста

Функция увеличения даты

Построение циклического графа

Создание цикла: ключевая логика

Настройка лимита рекурсии

Результат выполнения

Анализ результата

Практические применения циклов

Важные моменты при работе с циклами

Если хочется начать с условного ребра?

Проблема и её решение

Практический пример

Создание фиктивного узла

Построение логики графа

Объяснение фиктивного узла

Запуск и результат

Схема работы графа

Альтернативные варианты фиктивного узла

Логирование

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Инициализация

Когда использовать фиктивные узлы

Важные моменты

Визуализировать граф? Легко!

Функция для генерации PNG

Использование функции

Как это работает под капотом

Полезные советы

Заключение: от простых схем к ИИ-агентам

Что мы освоили

Почему это было важно

Мост к ИИ-агентам

Что нас ждёт в следующих частях

Практическая ценность

Благодарность

До встречи

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