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Современный ReAct-агент: подробное руководство по созданию с помощью LangGraph

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Привет, на связи команда GigaChain!

ReAct — фундаментальный паттерн, с которого началась эра LLM-агентов. Но как его реализовать сегодня, используя всю мощь function-calling и графовую логику? Разбираем эволюцию концепции, проводим чёткую грань между LangChain и LangGraph и пошагово разбираем создание гибкого ReAct-агента на современном стеке. Никакой магии, только воспроизводимый код и понятная теория.

Исторический момент

С выходом в 2022 году статьи «ReAct: Synergizing Reasoning and Acting in Language Models» началась современная эпоха LLM-агентов. Хотя отдельные идеи о взаимодействии LLM с внешним миром существовали и раньше, эта академическая статья дала простой, легко воспроизводимый и универсальный паттерн в виде чередования размышлений (Thoughts), действий (Actions) и наблюдений (Observations) при решении задач. Чтобы оценить этот вклад, можно провести параллель с другой революционной статьёй. В 2017 году «Attention Is All You Need» дала нам архитектуру Transformer, ту самую, на которой работают все (или почти все) современные LLM. Спустя пять лет «ReAct» совершила революцию иного рода, определив стандарт автономного решения многоэтапных задач через размышления и применение внешних инструментов.

Однако технологии не стоят на месте, и современная реализация ReAct-агентов существенно отличается от того, что было предложено в оригинальной статье. Изначально ReAct-паттерн полагался на работу с сырым текстом: модель генерировала ответ, содержащий специальные теги вроде «Thought:» и «Action:», а далее парсила нужные фрагменты текста. Это был довольно хрупкий процесс, сильно зависящий от строгости промпта и стабильности вывода модели. Сегодня мы перешли к гораздо более надёжному подходу. Современные LLM специально обучены под вызов функций (function calling или tool calling). Вместо парсинга текста модель теперь возвращает структурированный JSON-объект с чётким указанием, какой инструмент и с какими аргументами необходимо вызвать. Фреймворки, такие как LangGraph, используют полученный от модели JSON, чтобы вызвать соответствующую функцию в коде. Результат выполнения этой функции затем оформляется как специальное сообщение с ролью tool — это четвёртый тип сообщений в диалоге, наряду с system, user и assistant. Такое сообщение предоставляет модели информацию о выполненном действии, которую она может использовать при дальнейших рассуждениях и формировании ответа пользователю.

Развитие фреймворков

Прежде чем переходить к реализации ReAct-агентов в коде, поговорим о фреймворках LangChain и LangGraph. Даже среди тех, кто активно работает с LLM-инструментами, порой сохраняется путаница: различия между LangChain и LangGraph не всем очевидны, а впечатления, сформированные в ранний период развития этих фреймворков, могут не отражать их текущее состояние. Поэтому имеет смысл коротко обозначить, чем они различаются и какова их роль сегодня.

LangChain как библиотека появился в октябре 2022 года и быстро стал набирать популярность. В апреле 2023 года проект обрёл юридическую форму, став стартапом и получив финансирование от инвесторов.

LangChain предлагает универсальный набор компонентов для построения LLM-приложений: модели, цепочки вызовов и взаимодействий между компонентами, обработку векторных хранилищ, интеграцию с внешними данными и поддержку инструментов. Его основная цель — ускорить разработку и экспериментирование, при этом сохраняя гибкость. Фундаментальной абстракцией в LangChain, особенно с появлением LCEL (LangChain Expression Language), является цепочка (Chain), которая представляет собой направленный ациклический граф (дерево) (DAG). Это означает, что данные в цепочке движутся строго в одном направлении, от входа к выходу, без возможности вернуться на предыдущий шаг или создать цикл. Такой подход удобен для задач, где последовательность шагов заранее определена.

Однако логика работы агентов гораздо сложнее. Как отмечают сами разработчики LangChain, при создании комплексных LLM-приложений часто возникает необходимость в циклах. Агенту требуется многократно обращаться к инструментам, переоценивать обстановку после каждого шага, запрашивать уточнения или исправлять ошибки — иными словами, его работа по своей природе циклична.

В классическом LangChain эта циклическая логика была инкапсулирована внутри готовых «агентских исполнителей» (Agent Executors). Это упрощало запуск, но создавало «чёрный ящик»: разработчикам было сложно контролировать и модифицировать внутренние циклы принятия решений. Отладка такого агента превращалась в непростую задачу.

Осознав это фундаментальное ограничение, команда LangChain в начале 2024 года представила LangGraph. Идея, которую они предложили, была простой и элегантной: если Chain — это направленный ациклический граф, то агент — это граф с циклами.

По сути, LangGraph предлагает реализовать агента, используя концепцию конечного автомата (State Machine). Это классический и мощный паттерн проектирования, который хорошо подходит для управления циклическими и многошаговыми процессами. Вместо неявных внутренних циклов вы явно определяете граф, в котором:

  • узлы (nodes) — это функции или другие вызываемые объекты (например, вызов LLM или инструмента);

  • рёбра (edges) — это логика, которая на основе текущего состояния решает, к какому узлу перейти дальше;

  • состояние (state) — это центральный объект, который передаётся от узла к узлу и аккумулирует всю информацию (входящие сообщения, результаты вызовов инструментов и т. д.).

Такой подход превращает «магию» агента в явную и управляемую схему, которую легко отлаживать, настраивать и расширять. Именно на этой мощной и гибкой основе мы и будем строить наш ReAct-агент.

Делаем агента

Теория — это прекрасно, но давайте перейдём от слов к коду. Чтобы на практике увидеть возможности LangGraph, мы создадим простой, но вполне функциональный агент, который будет обладать всего двумя способностями (инструментами):

  • искать информацию в интернете, чтобы отвечать на актуальные вопросы;

  • записывать найденную информацию в локальный файл, чтобы сохранять результаты своей работы.

Этот простой сценарий «найти и сохранить» отлично демонстрирует полный цикл работы ReAct-агента: получение задачи, использование одного или нескольких инструментов и предоставление итогового результата. Мы не будем с нуля строить граф со всеми узлами и рёбрами вручную. Вместо этого мы воспользуемся удобной высокоуровневой функцией create_react_agent из langgraph.prebuilt, которая всё соберёт за нас.

Чтобы ReAct-агент заработал, нам надо подготовить:

  • Подключение к модели, которая будет размышлять и решать, какие инструменты вызывать. Мы будем использовать GigaChat-2-Max, поскольку это самая мощная модель в линейке GigaChat от Сбера. При желании вы можете использовать любого другого провайдера, который вам доступен. Экосистема LangChain/LangGraph имеет готовые интеграции практически со всеми LLM. В коде от этого изменится буквально пара строчек.

  • Набор функций, которые агент может вызывать для взаимодействия с внешним миром. У нас наборов будет два: поиск в интернете и запись в файл.

  • Начальная инструкция (системный промпт), которая задаёт агенту его роль, контекст и правила поведения.

Ниже представлен полный код нашего мини-агента. Давайте разберём основные моменты из него.

Код
from pathlib import Path
from datetime import datetime, date
from pydantic import BaseModel, Field
from langchain.tools import tool

from langchain_gigachat.chat_models import GigaChat
from langgraph.prebuilt import create_react_agent
from ddgs import DDGS

# ──────────────────────────────────────────────────────────────
DATA_DIR = Path("agent_data"); DATA_DIR.mkdir(exist_ok=True)

llm = GigaChat(credentials="авторизационные_данные", verify_ssl_certs=False, scope="GIGACHAT_API_CORP", model='GigaChat-2-Max')



# ── append_to_file ──────────────────────────────────────────
class AppendArgs(BaseModel):
    filepath: str = Field(..., description="Имя текстового файла в ./agent_data")
    content:  str = Field(..., description="Текст для записи в файл")

@tool(
    args_schema=AppendArgs,
    description="Добавить строку в локальный текстовый файл (agent_data/...) "
)
def append_to_file(filepath: str, content: str) -> str:
    path  = DATA_DIR / Path(filepath).name                 # без ../
    stamp = datetime.now().strftime("[%d.%m.%Y %H:%M] ")   # DD.MM.YYYY
    with path.open("a", encoding="utf-8") as f:
        f.write(stamp + content.rstrip() + "\n")
    return f"✅ Записано в {path.name}"

# ── search_web ──────────────────────────────────────────────
@tool("search_web", description="Ищет в DuckDuckGo (RU, неделя, 5 ссылок)")
def search_web(query: str, max_results: int = 5) -> str:
    with DDGS() as ddgs:
        hits = ddgs.text(query, region="ru-ru", time="w", max_results=max_results)
        return "\n".join(f"{hit['title']}: {hit['body']} -- {hit['href']}" for hit in hits[:max_results])

# ── агент ───────────────────────────────────────────────────────
today = date.today().strftime("%d.%m.%Y")  # DD.MM.YYYY
system_prompt = (
    f"Сегодня {today}. "
    "Ты полезный ассистент. Используй search_web для поиска в интернете, "
    "append_to_file -- чтобы сохранять результаты."
)


agent = create_react_agent(model=llm,
                           tools=[search_web, append_to_file],
                           prompt=system_prompt)

# ── REPL ───────────────────────────────────────────────────
def run(query: str):
    resp = agent.invoke({"messages": [("user", query)]})
    for message in resp["messages"]:
        message.pretty_print()

if __name__ == "__main__":
    print("⚡ Мини-агент готов (поиск + запись). Пустая строка -- выход.")
    try:
        while True:
            q = input("> ").strip()
            if not q:
                break
            run(q)
    except (KeyboardInterrupt, EOFError):
        pass

В начале кода мы импортировали все необходимые библиотеки, создали директорию agent_data для файлов, которые будет создавать агент с помощью своего инструмента, и инициализировали модель GigaChat-2-Max.

Далее в коде идёт описание инструментов. Они представляют собой Python-функции, обёрнутые в декоратор @tool. Этот декоратор автоматически преобразует функцию и её описание в JSON-схему, которую LLM сможет «понять» и использовать.

Для инструмента записи в файл append_to_file мы применили Pydantic-модель AppendArgs, чтобы описывать аргументы filepath и content. Это один из возможных подходов по формированию описания инструмента для модели. Сама функция append_to_file открывает файл с названием, указанным агентом, и записывает информацию, которую ей также передаёт агент. Ему же в результате возвращается сообщение с ролью tool об успешной записи в файл.

Второй инструмент представляет собой функцию с обращением к поисковику DuckDuckGo. Это простой способ получить информацию из внешнего мира, поскольку для работы не требуются ключи доступа. В LangChain есть встроенный инструмент для работы с DuckDuckGo, но он содержит зависимость от старой библиотеки duckduckgo-search. Новая библиотека ddgs пока не имеет нативной интеграции с экосистемой LangChain, поэтому мы использовали самописную функцию search_web с декоратором @tool. Внутри функции происходит обращение по запросу, полученному от модели. Ответом на запрос является словарь из заголовков, ссылок и фрагментов контента, которые функция «сшивает» в одну строку и выдаёт как ответ для модели.

Имея инструменты и инициализировав модель, можно переходить к сборке агента. Для этого мы объявили системный промпт system_prompt как строку с форматированием, куда подставляется текущая дата. Это сделано, чтобы модель лучше ориентировалась во времени при отправке запросов в поисковик. Также мы указали ещё раз на назначение инструментов, доступных агенту.

Далее идет функция create_react_agent, в которую передаются модель, системный промпт и список инструментов. После этого агент готов обрабатывать запросы пользователя. Сами авторы LangChain не рекомендуют использовать эту функцию в эксплуатации, потому что она убирает полный контроль над происходящим. Вот как они предлагают реализовать эту функциональность.

Для обработки запросов в коде предусмотрена функция run(), внутри которой обращение к модели происходит через метод invoke() с передачей в него списка сообщений. Для простоты примера мы передали просто один пользовательский запрос (в дополнение к уже переданному в агент системному промпту). Получившаяся последовательность сообщений затем выводится с использованием метода pretty_print().

Общая структура агента выглядит так:

d7068c6ab6e311fd8b2d2897c828a675.png

Она состоит из узлов:

  • start и end — входной и конечный узел графа;

  • agent — узел с обращением к GigaChat-2-Max, который принимает решение о вызове инструмента или формировании итогового ответа пользователю;

  • tools — узел-исполнитель, который вызывает функцию, определённую в узле agent; после выполнения кода функции результат возвращается в agent в виде сообщения с ролью tool.

Помимо узлов граф содержит безусловные (например, между tools и agent) и условные (между agent и tools или end) переходы-рёбра.

Запустим наш агент, чтобы продемонстрировать его работу.

Зададим два запроса: сперва про обитателей Московского зоопарка, а потом про первый запрос.

⚡ Мини-агент готов (поиск + запись). Пустая строка — выход.

> найди мне информацию про обитателей московского зоопарка и составь детальный отчет

================================ Human Message =================================

найди мне информацию про обитателей московского зоопарка и составь детальный отчет

================================== Ai Message ==================================

Tool Calls:

search_web (e4ff5f4b-79db-490d-afe8-c991684d1a42)

Call ID: e4ff5f4b-79db-490d-afe8-c991684d1a42

Args:

query: обитатели московского зоопарка

================================= Tool Message =================================

Name: search_web

Животныезоопарка: ПросвещениеАкадемия Московскогозоопарка Манулята Пони-клуб Открытый лекторий Кружок Юных Биологов. + 7 499 252 29 51Ждём вас с 7:30 до 22:00. — https://moscowzoo.ru/animals/kinds

ЖивотныеМосковскогозоопарка 2025: список знаменитых...: ЖивотныеМосковскогозоопарка: кого и где можно увидеть в 2025 году.Самые редкие обитателиМосковскогозоопарка. — https://www.kp.ru/russia/moskva/mesta/moskovskij-zoopark/zhivotnye/

Онлайн-трансляции животных: прямой эфир из Московского...: Онлайн-трансляции из Московскогозоопарка в эфире mos.ru. Наблюдайте за жизнью панд, сурикатов, капибар, слонов, бегемота и других животных с помощью веб-камер... — https://zoo.mos.ru/

Панда Катюша, манул Тимофей и гималайская медведица... | Дзен: В Московскийзоопаркживотное привезли в 2021 году. Манул, или палласов кот, занесен в Международную Красную книгу в категорию «вид, близкий к угрозе исчезновения». — https://dzen.ru/a/ZuqZri2R_QiZkYl1

ОбитателиМосковскогозоопарка - YouTube: ОбитателиМосковскогозоопарка. @ZooMos. • 1,49 тыс. подписчиков • 426 видео. — https://www.youtube.com/@ZooMos

================================== Ai Message ==================================

Tool Calls:

append_to_file (de4861a6-d860-40da-bd68-da9d93646ec0)

Call ID: de4861a6-d860-40da-bd68-da9d93646ec0

Args:

content: В Московском зоопарке обитает множество различных животных, включая редких и исчезающих видов. Среди них можно выделить панду Катюшу, манула Тимофея и гималайскую медведицу. Зоопарк также предлагает онлайн-трансляции, где можно наблюдать за жизнью панд, сурикатов, капибар, слонов, бегемота и других животных. Помимо этого, в зоопарке проводятся различные образовательные программы и мероприятия, такие как Пони-клуб, Открытый лекторий и Кружок Юных Биологов. Зоопарк открыт для посетителей с 7:30 до 22:00. Телефон для связи: +7 499 252 29 51. Веб-сайт: https://moscowzoo.ru/animals/kinds. Онлайн-трансляции доступны на сайте mos.ru. Дополнительную информацию можно найти на YouTube канале ZooMos.

filepath: moscow_zoo_animals.txt

================================= Tool Message =================================

Name: append_to_file

✅ Записано в moscow_zoo_animals.txt

================================== Ai Message ==================================

Детальный отчет об обитателях Московского зоопарка сохранен в файле "moscow_zoo_animals.txt".

> что мы с тобой до этого обсуждали?

================================ Human Message =================================

что мы с тобой до этого обсуждали?

================================== Ai Message ==================================

Я не могу вспомнить предыдущие разговоры или информацию из них без использования специальной функции сохранения данных. Если вы хотите продолжить обсуждение какой-то конкретной темы, пожалуйста, напомните мне о ней.

>

В ходе обработки первого запроса модель вызвала инструмент поиска, получила контекст, после чего обратилась ко второму инструменту для создания файла с информацией. По итогу отработки второго инструмента агент решает, что можно дать окончательный ответ пользователю. После формирования ответа агент завершает свою работу, но для нашего кода завершилась лишь одна итерация бесконечного цикла while, поэтому работа продолжается. Если мы зададим новый пользовательский запрос, например, про содержание предыдущего запроса, то увидим, что контекст не сохраняется, поскольку каждый раз мы передаём в метод invoke() лишь отдельный пользовательский запрос. Можно было бы реализовать сохранение и передачу увеличивающейся истории сообщений самостоятельно, но у LangGraph есть для этого нативное решение.

Для хранения состояний агента в LangGraph предусмотрен механизм хранения контрольных точек в виде объекта класса StateSnapshot. Такой объект создаётся на каждом шаге работы агента (в терминологии LangGraph это называется superstep). Под шагом понимается итерация работы графа, в ходе которой выполняются все узлы, готовые к запуску (это может быть как один узел, так и несколько параллельных сразу). Все контрольные точки в рамках одной сессии работы агента объединены в тред (thread) с общим идентификатором. Внутри StateSnapshot информация о состоянии агента хранится в следующих полях:

  • values содержит структуру данных графа, его текущее состояние;

  • next представляет собой кортеж узлов, которые должны будут выполниться на следующем шаге; если граф завершил полный цикл работы, то кортеж будет пустым;

  • config содержит информацию об идентификаторах треда и конкретной контрольной точки;

  • metadata — метаданные, показывающие порядковый номер шага агента и стадию состояния (input после запуска графа, но перед первым супершагом, и loop после каждого последующего шага);

  • tasks содержит информацию о выполненных узлах на текущем супершаге.

Использование StateSnapshot позволяет не только рассмотреть постфактум состояние агента на различных этапах выполнения задачи, но и отредактировать состояние и/или запустить работу графа повторно, начиная с любого из них.

Чтобы реализовать механизм контрольных точек в коде, понадобится добавить и модифицировать лишь несколько строк в наш текущий вариант ReAct-агента.

Импортируем класс MemorySaver, чтобы добавить память состояний. Также добавим импорт модуля uuid для создания уникальных идентификаторов тредов.

import uuid
from langgraph.checkpoint.memory import MemorySaver

Создаём объект для хранения состояний и добавляем его к агенту. Для простоты будем хранить состояния в оперативной памяти, но есть реализации и на базах данных.

checkpointer = MemorySaver()
agent = create_react_agent(
    model=llm,
    tools=[search_web, append_to_file],
    prompt=system_prompt,
    checkpointer=checkpointer # Подключаем "память" к агенту
)

Модифицируем функцию run и тело выполнения основной программы. Для этого добавим в агента передачу thread_id через конфигурацию config.

def run(query: str, thread_id: str): # Принимаем ID диалога
   
    config = {"configurable": {"thread_id": thread_id}}
    
    resp = agent.invoke({"messages": [("user", query)]}, config=config)
    for message in resp["messages"]:
        message.pretty_print()


if name == "__main__":
    # Создаем уникальный ID для всей сессии нашего диалога
    conversation_id = str(uuid.uuid4())
    print(f"⚡ Мини-агент с памятью готов (ID диалога: {conversation_id}). Пустая строка -- выход.")
    
    try:
        while True:
            q = input("> ").strip()
            if not q:
                break
            run(q, conversation_id) # Передаем ID в функцию
    except (KeyboardInterrupt, EOFError):
        pass

После таких модификаций кода легко убедиться, что состояния агента становятся связаны друг с другом, поскольку относятся к одному thread_id. Агент ведёт связный диалог, опираясь на контекст прошлых сообщений, и вызывает инструменты, когда требуется выполнить действие.

Вот как это выглядит на практике

⚡ Мини-агент с памятью готов (ID диалога: 11f1d9ea-6be4-4ab6-b251-e0470ad873cb). Пустая строка -- выход.

> Какие экспозиции сейчас представлены в Третьяковке?

================================ Human Message =================================

Какие экспозиции сейчас представлены в Третьяковке?

================================== Ai Message ==================================

Tool Calls:

search_web (cf9917f0-5318-4061-b6f8-e656d89816c4)

Call ID: cf9917f0-5318-4061-b6f8-e656d89816c4

Args:

query: экспозиции Третьяковка июль 2025

================================= Tool Message =================================

Name: search_web

Выставки - Третьяковскаягалерея: Выставки в филиалах. Постоянные экспозиции. -- https://www.tretyakovgallery.ru/exhibitions/

Музей Третьяковскаягалерея, Афиша выставок на июль2025: Расписание выставок. Июль. ср. 16.до 26 октября , Третьяковскаягалерея. Корпус на Кадашевской набережной. Борис Кустодиев. -- https://www.afisha.ru/msk/museum/tretyakovskaya-galereya-7303/exhibition/na-iyul/

Входной билет на экспозицию «Искусство ХХ...» | KASSIR.RU: Расписание. июль.22 июля, 10:30, втСегодня. Новая Третьяковка. Два взрослых и два ребенка от 7 лет до 17 лет включительно. 171 билет по 1 550 ₽. -- https://msk.kassir.ru/vystavki/novaya-tretyakovka-iskusstvo-hh-veka

ТОП-20 выставок Москвы в ИЮЛЕ2025 | Шедевральные... | Дзен: Где: Третьяковскаягалерея, Инженерный корпус. Жизнь Бориса Кустодиева была недлинной – 49 лет, из них последние 11 он провел в инвалидном кресле, но именно в эти годы были созданы наиболее яркие, полные жизни работы. -- https://dzen.ru/a/aF6PL-OGIBZlxm07

«Метафоры бесконечности» и «Путь на Восток». Какие выставки...: Какие выставкиТретьяковскойгалереи посмотреть в 2025 году?Самой первой выставкой2025 года, которая открыла свои двери для посетителей в январе, стала «Франциско Инфанте. Метафоры бесконечности». -- https://icmos.ru/publications/metafory-beskonecnosti-i-put-na-vostok-kakie-vystavki-tretyakovskoi-galerei-posmotret-v-2025-godu

================================== Ai Message ==================================

Сейчас в Третьяковке представлены следующие экспозиции:

1. Борис Кустодиев — выставка проходит в корпусе на Кадашевской набережной.

2. Экспозиция "Искусство XX века" — расположена в Новой Третьяковке.

3. "Франциско Инфанте. Метафоры бесконечности" — открылась в начале 2025 года.

Также стоит обратить внимание на афишу музея, где регулярно обновляется информация о временных экспозициях и специальных проектах.

> Найди информацию про специальные проекты

================================ Human Message =================================

Какие экспозиции сейчас представлены в Третьяковке?

================================== Ai Message ==================================

Tool Calls:

search_web (cf9917f0-5318-4061-b6f8-e656d89816c4)

Call ID: cf9917f0-5318-4061-b6f8-e656d89816c4

Args:

query: экспозиции Третьяковка июль 2025

================================= Tool Message =================================

Name: search_web

Выставки - Третьяковскаягалерея: Выставки в филиалах. Постоянные экспозиции. -- https://www.tretyakovgallery.ru/exhibitions/

Музей Третьяковскаягалерея, Афиша выставок на июль2025: Расписание выставок. Июль. ср. 16.до 26 октября , Третьяковскаягалерея. Корпус на Кадашевской набережной. Борис Кустодиев. -- https://www.afisha.ru/msk/museum/tretyakovskaya-galereya-7303/exhibition/na-iyul/

Входной билет на экспозицию «Искусство ХХ...» | KASSIR.RU: Расписание. июль.22 июля, 10:30, втСегодня. Новая Третьяковка. Два взрослых и два ребенка от 7 лет до 17 лет включительно. 171 билет по 1 550 ₽. -- https://msk.kassir.ru/vystavki/novaya-tretyakovka-iskusstvo-hh-veka

ТОП-20 выставок Москвы в ИЮЛЕ2025 | Шедевральные... | Дзен: Где: Третьяковскаягалерея, Инженерный корпус. Жизнь Бориса Кустодиева была недлинной – 49 лет, из них последние 11 он провел в инвалидном кресле, но именно в эти годы были созданы наиболее яркие, полные жизни работы. -- https://dzen.ru/a/aF6PL-OGIBZlxm07

«Метафоры бесконечности» и «Путь на Восток». Какие выставки...: Какие выставкиТретьяковскойгалереи посмотреть в 2025 году?Самой первой выставкой2025 года, которая открыла свои двери для посетителей в январе, стала «Франциско Инфанте. Метафоры бесконечности». -- https://icmos.ru/publications/metafory-beskonecnosti-i-put-na-vostok-kakie-vystavki-tretyakovskoi-galerei-posmotret-v-2025-godu

================================== Ai Message ==================================

Сейчас в Третьяковке представлены следующие экспозиции:

1. Борис Кустодиев — выставка проходит в корпусе на Кадашевской набережной.

2. Экспозиция "Искусство XX века" — расположена в Новой Третьяковке.

3. "Франциско Инфанте. Метафоры бесконечности" — открылась в начале 2025 года.

Также стоит обратить внимание на афишу музея, где регулярно обновляется информация о временных экспозициях и специальных проектах.

================================ Human Message =================================

Найди информацию про специальные проекты

================================== Ai Message ==================================

Tool Calls:

search_web (815020f6-a768-4ca8-9cfa-395ee3b51fdb)

Call ID: 815020f6-a768-4ca8-9cfa-395ee3b51fdb

Args:

query: специальные проекты Третьяковка июль 2025

================================= Tool Message =================================

Name: search_web

Промокод Третьяковская галерея -30% | Июль 2025 | Открыть: Используйте актуальные промокоды Третьяковской галереи на Июль2025 ⭐ Проверены Сегодня ❤️ -20% на бронирование билетов | Бесплатные онлайн-экскурссии -- https://promokodi.net/store/tretyakovgallery/

Какие выставки планируются в Третьяковке в сезоне 2024-2025? – ARTandYou.ru: February 21, 2024 - Государственная ... со дня рождения Филиппа Малявина в 2024 году и 95-летию со дня смерти Абрама Архипова в 2025 году.... -- https://artandyou.ru/context/kakie-vystavki-planiruyutsya-v-tretyakovke-v-2024-2025-godah/

Дальнобойщики и волшебная пыль: дебютные проекты на питчиге в Министерстве культуры в 2025 году - 21 июля 2025 - Кино-Театр.Ру: 16 hours ago - Дальнобойщики и волшебная пыль: дебютные проекты на питчиге в Министерстве культуры в 2025 году - 21 июля 2025 - Кино-Театр.Ру -- https://www.kino-teatr.ru/blog/y2025/7-21/2110/

Коды в Роблокс на июль 2025: Промокоды в игре Роблокс - это специальные комбинации символов, которые игроки могут использовать для получения различных бонусов, включая одежду, внутриигровую ... -- https://rbxscripters.com/roblox-codes/

: 31 июля 2025 19:00 Кураторская экскурсия по выставке «Путь на Восток. Русские художники в Центральной Азии». Для держателей карт 3 уровня Новая Третьяковка ... -- https://www.tretyakovgallery.ru/

================================== Ai Message ==================================

Среди специальных проектов Третьяковки можно выделить:

1. Онлайн-экскурсии: В июле 2025 года доступны бесплатные онлайн-экскурсии с использованием специального промокода, предоставляющего скидку на бронирование билетов.

2. Кураторская экскурсия: На выставку «Путь на Восток. Русские художники в Центральной Азии», запланированная на 31 июля 2025 года в 19:00. Эта экскурсия предназначена специально для владельцев карт третьего уровня.

Эти мероприятия предлагают уникальные возможности глубже погрузиться в искусство и узнать больше об истории русской живописи и культурных влияниях.

>

Заключение

Мы рассмотрели работу ReAct-агента на LangGraph «из коробки». Для первого погружения этого вполне достаточно. Подведём итоги.

Мы прошли путь от исторической статьи ReAct (2022) до полностью рабочего ReAct‑агента на LangGraph + GigaChat‑2‑Max — с инструментами, графовой логикой и чекпоинтами.

Главное, что нужно вынести:

  • Function/Tool calling в формате JSON. Сейчас модель сразу отдаёт готовый JSON‑объект с названием инструмента и его аргументами. Благодаря этому нам не нужно вырезать «Thought:» или «Action:» из сырого текста и разбирать его вручную.

  • Агент работает как циклический граф, а StateSnapshot служит контрольной точкой. Вся логика агента оформлена в виде графа, по которому данные могут ходить по кругу, пока задача не решена. На каждом шаге LangGraph автоматически делает снимок состояния (StateSnapshot). По этому снимку можно откатиться назад, руками поправить данные или перезапустить агент с того места, где он остановился.

  • Память реализуется через чекпоинтер. То, что мы называем «памятью» агента, технически — это тот же механизм контрольных точек. В примере использован временный MemorySaver, который хранит снимки в оперативной памяти. Если нужна долговременная память, достаточно заменить его на вариант с базой данных (SQLite, Postgres).

  • Функция create_react_agent снимает почти всю рутину. Когда вы вызываете create_react_agent, под капотом автоматически собирается готовый конечный автомат со всей базовой логикой ReAct‑цикла. То есть вам не нужно вручную описывать узлы, переходы и правила их срабатывания — всё это уже настроено. При этом остаётся свобода: если хочется изменить поведение агента, вы всегда можете подменить конкретный узел, добавить новые инструменты или настроить собственные переходы между шагами.

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    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 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

  • 12.10.25 01:12 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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 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

  • 13.10.25 01:11 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

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

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

  • 15.10.25 21:52 harristhomas7376

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

  • 15.10.25 21:52 harristhomas7376

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

  • 17.10.25 20:17 tyleradams

    As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail

  • 17.10.25 20:20 lindseyvonn

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

  • 17.10.25 20:22 richardcharles

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

  • 17.10.25 20:23 stevekalfman

    If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.10.25 08:39 debby131

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

  • 21.10.25 11:45 harristhomas7376

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

  • 21.10.25 11:45 harristhomas7376

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

  • 22.10.25 04:48 MATT PHILLIP

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

  • 22.10.25 07:36 donnacollier

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 11:59 elizabethrush89

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

  • 22.10.25 16:31 MATT PHILLIP

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

  • 23.10.25 01:52 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 01:52 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 15:47 MATT PHILLIP

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

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.10.25 21:43 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 06:08 MATT PHILLIP

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:40 elizabethrush89

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

  • 24.10.25 06:54 MATT PHILLIP

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

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.10.25 18:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 00:49 tyleradams

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  • 25.10.25 00:50 stevekalfman

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  • 25.10.25 05:05 victoriabenny463

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

  • 25.10.25 10:13 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.10.25 10:13 wendytaylor015

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  • 26.10.25 01:03 Christopherbelle

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

  • 26.10.25 18:09 victoriabenny463

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 11:15 harristhomas7376

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

  • 27.10.25 17:08 raymondgonzales

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

  • 27.10.25 17:20 fatimanorth

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

  • 28.10.25 00:55 elizabethrush89

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

  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

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

  • 29.10.25 10:56 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.10.25 10:56 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.10.25 09:49 Christopherbelle

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

  • 30.10.25 12:03 elizabethrush89

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

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