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

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:

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/

================================== 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.

================================ 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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11 авг. 2025 г.

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16.07.26 21:38 patricialovick86

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19.07.26 04:10 Fraddy Pual

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19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:54 kimberlyhebertt6877

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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
30.07.26 17:27 wendytaylor015

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30.07.26 17:27 wendytaylor015

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31.07.26 16:21 rssllhrnsb

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01.08.26 15:05 keithwilson9899

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01.08.26 15:05 keithwilson9899

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03.08.26 20:05 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
04.08.26 11:05 Kisnoles

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

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04.08.26 12:37 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
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06.08.26 13:56 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.26 03:43 raymont0714

I recommend a trusted cybersecurity PRO with experience in authorized device access, security testing, and data recovery. SHE work only with the owner's consent and follow all legal and privacy rules on meta data. With permission, this specialist can recover lost files, check device security offline & online, and review texts, call records, or hidden data (spy or lurk around a cheating partner or colleuge). Strict confidentiality agreements protect the information, and client details remain private. The work is careful, efficient, and suited to complex cases. For help securing or recovering information from a phone or another electronic device, use the details below 2 consult [email protected] +44 7476618364 I trust her secrecy a living witness. Her discretion is unmatched, ensuring your privacy is always maintained
12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.08.26 11:32 michaeldavenport218

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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12.10.26 19:34 lydiassmith567

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